Add OGB T1 experiment results

357 files changed, 13566 insertions, 0 deletions

diff --git a/runs/ogbg-molbace_appnp_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_appnp_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..e30e682
--- /dev/null
+++ b/runs/ogbg-molbace_appnp_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_appnp_classic_T0_ns1_h128_e100_s0",
+  "view": "appnp",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 17.3,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rocauc": 0.6564102564102564
+  },
+  "test": {
+    "rocauc": 0.7423056859676577
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..c30d31f
--- /dev/null
+++ b/runs/ogbg-molbace_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_appnp_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "appnp",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 20.1,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.7168498168498169
+  },
+  "test": {
+    "rocauc": 0.7209181011997913
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_arma_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_arma_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..4d18ef2
--- /dev/null
+++ b/runs/ogbg-molbace_arma_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_arma_classic_T0_ns1_h128_e100_s0",
+  "view": "arma",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 30.6,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.6923076923076924
+  },
+  "test": {
+    "rocauc": 0.7838636758824552
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_arma_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_arma_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..8090a35
--- /dev/null
+++ b/runs/ogbg-molbace_arma_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_arma_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "arma",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 38.9,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.717948717948718
+  },
+  "test": {
+    "rocauc": 0.7671709267953399
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_cheb_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_cheb_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..ffd0717
--- /dev/null
+++ b/runs/ogbg-molbace_cheb_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_cheb_classic_T0_ns1_h128_e100_s0",
+  "view": "cheb",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 15.4,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rocauc": 0.7267399267399268
+  },
+  "test": {
+    "rocauc": 0.7969048861067639
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..0fec992
--- /dev/null
+++ b/runs/ogbg-molbace_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_cheb_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "cheb",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 23.6,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.7113553113553114
+  },
+  "test": {
+    "rocauc": 0.7532603025560771
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_film_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_film_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..c263851
--- /dev/null
+++ b/runs/ogbg-molbace_film_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_film_classic_T0_ns1_h128_e100_s0",
+  "view": "film",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 17.2,
+  "dev": "cuda:1",
+  "ep": 60,
+  "val": {
+    "rocauc": 0.6703296703296703
+  },
+  "test": {
+    "rocauc": 0.7242218744566161
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_film_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_film_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..dc748cb
--- /dev/null
+++ b/runs/ogbg-molbace_film_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_film_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "film",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 26.1,
+  "dev": "cuda:1",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.6652014652014652
+  },
+  "test": {
+    "rocauc": 0.7242218744566163
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_gatv2_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_gatv2_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..7d5f25d
--- /dev/null
+++ b/runs/ogbg-molbace_gatv2_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_gatv2_classic_T0_ns1_h128_e100_s0",
+  "view": "gatv2",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 29.9,
+  "dev": "cuda:1",
+  "ep": 70,
+  "val": {
+    "rocauc": 0.702930402930403
+  },
+  "test": {
+    "rocauc": 0.7400452095287776
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..4ed6321
--- /dev/null
+++ b/runs/ogbg-molbace_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_gatv2_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gatv2",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 34.7,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.7025641025641026
+  },
+  "test": {
+    "rocauc": 0.751869240132151
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_gcn_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_gcn_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..438332b
--- /dev/null
+++ b/runs/ogbg-molbace_gcn_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_gcn_classic_T0_ns1_h128_e100_s0",
+  "view": "gcn",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 11.5,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.638095238095238
+  },
+  "test": {
+    "rocauc": 0.7393496783168144
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..4d02789
--- /dev/null
+++ b/runs/ogbg-molbace_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_gcn_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gcn",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 22.2,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.6373626373626374
+  },
+  "test": {
+    "rocauc": 0.7732568249000173
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_gen_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_gen_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..13095ae
--- /dev/null
+++ b/runs/ogbg-molbace_gen_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_gen_classic_T0_ns1_h128_e100_s0",
+  "view": "gen",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 13.8,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rocauc": 0.7128205128205128
+  },
+  "test": {
+    "rocauc": 0.7325682490001738
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_gen_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_gen_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..19b0e7a
--- /dev/null
+++ b/runs/ogbg-molbace_gen_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_gen_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gen",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 17.5,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rocauc": 0.6893772893772894
+  },
+  "test": {
+    "rocauc": 0.7449139280125194
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_gin_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_gin_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..c3a8f27
--- /dev/null
+++ b/runs/ogbg-molbace_gin_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_gin_classic_T0_ns1_h128_e100_s0",
+  "view": "gin",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 22.0,
+  "dev": "cuda:1",
+  "ep": 100,
+  "val": {
+    "rocauc": 0.652014652014652
+  },
+  "test": {
+    "rocauc": 0.7336115458181186
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_gin_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_gin_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..f168f82
--- /dev/null
+++ b/runs/ogbg-molbace_gin_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_gin_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gin",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 27.0,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rocauc": 0.6538461538461539
+  },
+  "test": {
+    "rocauc": 0.7169187967310032
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_gine_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_gine_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..358ccad
--- /dev/null
+++ b/runs/ogbg-molbace_gine_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_gine_classic_T0_ns1_h128_e100_s0",
+  "view": "gine",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 12.1,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.6641025641025642
+  },
+  "test": {
+    "rocauc": 0.7454355764214919
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_gine_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_gine_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..b9c0532
--- /dev/null
+++ b/runs/ogbg-molbace_gine_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_gine_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gine",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 19.0,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.6684981684981685
+  },
+  "test": {
+    "rocauc": 0.6993566336289341
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_graphconv_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_graphconv_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..1ecb1b8
--- /dev/null
+++ b/runs/ogbg-molbace_graphconv_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_graphconv_classic_T0_ns1_h128_e100_s0",
+  "view": "graphconv",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 18.2,
+  "dev": "cuda:1",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.7311355311355311
+  },
+  "test": {
+    "rocauc": 0.8035124326204138
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..38b40bc
--- /dev/null
+++ b/runs/ogbg-molbace_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_graphconv_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "graphconv",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 22.5,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.7461538461538462
+  },
+  "test": {
+    "rocauc": 0.7982959485306903
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_graphsage_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_graphsage_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..fbd4ded
--- /dev/null
+++ b/runs/ogbg-molbace_graphsage_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_graphsage_classic_T0_ns1_h128_e100_s0",
+  "view": "graphsage",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 11.0,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.6758241758241759
+  },
+  "test": {
+    "rocauc": 0.7758650669448792
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..01d7a96
--- /dev/null
+++ b/runs/ogbg-molbace_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_graphsage_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "graphsage",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 16.6,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.6703296703296704
+  },
+  "test": {
+    "rocauc": 0.7118761954442706
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_mf_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_mf_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..0be66cb
--- /dev/null
+++ b/runs/ogbg-molbace_mf_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_mf_classic_T0_ns1_h128_e100_s0",
+  "view": "mf",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 51.3,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rocauc": 0.7421245421245422
+  },
+  "test": {
+    "rocauc": 0.7760389497478699
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_mf_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_mf_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..8667208
--- /dev/null
+++ b/runs/ogbg-molbace_mf_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_mf_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "mf",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 52.6,
+  "dev": "cuda:1",
+  "ep": 70,
+  "val": {
+    "rocauc": 0.7234432234432234
+  },
+  "test": {
+    "rocauc": 0.7683881064162754
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_pna_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_pna_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..d12a0be
--- /dev/null
+++ b/runs/ogbg-molbace_pna_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_pna_classic_T0_ns1_h128_e100_s0",
+  "view": "pna",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 30.2,
+  "dev": "cuda:1",
+  "ep": 90,
+  "val": {
+    "rocauc": 0.7516483516483518
+  },
+  "test": {
+    "rocauc": 0.6911841418883674
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_pna_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_pna_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..1ac26ac
--- /dev/null
+++ b/runs/ogbg-molbace_pna_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_pna_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "pna",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 29.3,
+  "dev": "cuda:1",
+  "ep": 100,
+  "val": {
+    "rocauc": 0.7036630036630036
+  },
+  "test": {
+    "rocauc": 0.7967310033037731
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_resgated_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_resgated_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..2789193
--- /dev/null
+++ b/runs/ogbg-molbace_resgated_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_resgated_classic_T0_ns1_h128_e100_s0",
+  "view": "resgated",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 21.1,
+  "dev": "cuda:1",
+  "ep": 60,
+  "val": {
+    "rocauc": 0.7172161172161172
+  },
+  "test": {
+    "rocauc": 0.7876890975482524
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..cc03d1d
--- /dev/null
+++ b/runs/ogbg-molbace_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_resgated_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "resgated",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 22.7,
+  "dev": "cuda:1",
+  "ep": 70,
+  "val": {
+    "rocauc": 0.6912087912087912
+  },
+  "test": {
+    "rocauc": 0.7464788732394366
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_sgc_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_sgc_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..2749fcc
--- /dev/null
+++ b/runs/ogbg-molbace_sgc_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_sgc_classic_T0_ns1_h128_e100_s0",
+  "view": "sgc",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 13.6,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rocauc": 0.6575091575091575
+  },
+  "test": {
+    "rocauc": 0.6965745087810815
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..387544f
--- /dev/null
+++ b/runs/ogbg-molbace_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_sgc_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "sgc",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 23.0,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.6454212454212455
+  },
+  "test": {
+    "rocauc": 0.772735176491045
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_tag_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_tag_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..e34b3b7
--- /dev/null
+++ b/runs/ogbg-molbace_tag_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_tag_classic_T0_ns1_h128_e100_s0",
+  "view": "tag",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 16.0,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rocauc": 0.7084249084249085
+  },
+  "test": {
+    "rocauc": 0.7344809598330725
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_tag_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_tag_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..c399fa2
--- /dev/null
+++ b/runs/ogbg-molbace_tag_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_tag_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "tag",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 22.1,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rocauc": 0.7355311355311356
+  },
+  "test": {
+    "rocauc": 0.6805772909059293
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_transformer_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_transformer_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..ef02f11
--- /dev/null
+++ b/runs/ogbg-molbace_transformer_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_transformer_classic_T0_ns1_h128_e100_s0",
+  "view": "transformer",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 21.7,
+  "dev": "cuda:1",
+  "ep": 90,
+  "val": {
+    "rocauc": 0.6663003663003664
+  },
+  "test": {
+    "rocauc": 0.7363936706659711
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbace_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..4d9ce01
--- /dev/null
+++ b/runs/ogbg-molbace_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbace",
+  "tag": "ogbg-molbace_transformer_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "transformer",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 28.7,
+  "dev": "cuda:1",
+  "ep": 90,
+  "val": {
+    "rocauc": 0.6981684981684982
+  },
+  "test": {
+    "rocauc": 0.7487393496783169
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_appnp_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_appnp_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..e01c17a
--- /dev/null
+++ b/runs/ogbg-molbbbp_appnp_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_appnp_classic_T0_ns1_h128_e100_s0",
+  "view": "appnp",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 19.6,
+  "dev": "cuda:1",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.9146669321915762
+  },
+  "test": {
+    "rocauc": 0.6387924382716049
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..03928c0
--- /dev/null
+++ b/runs/ogbg-molbbbp_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_appnp_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "appnp",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 26.7,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rocauc": 0.9359753061834113
+  },
+  "test": {
+    "rocauc": 0.6073495370370371
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_arma_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_arma_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..d3696cf
--- /dev/null
+++ b/runs/ogbg-molbbbp_arma_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_arma_classic_T0_ns1_h128_e100_s0",
+  "view": "arma",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 23.0,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rocauc": 0.9366723090709947
+  },
+  "test": {
+    "rocauc": 0.6651234567901235
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_arma_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_arma_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..f14e5c2
--- /dev/null
+++ b/runs/ogbg-molbbbp_arma_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_arma_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "arma",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 44.9,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rocauc": 0.941451757442995
+  },
+  "test": {
+    "rocauc": 0.6634837962962963
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_cheb_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_cheb_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..c66161b
--- /dev/null
+++ b/runs/ogbg-molbbbp_cheb_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_cheb_classic_T0_ns1_h128_e100_s0",
+  "view": "cheb",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 19.6,
+  "dev": "cuda:1",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.9452354874041621
+  },
+  "test": {
+    "rocauc": 0.6514274691358024
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..3b92e52
--- /dev/null
+++ b/runs/ogbg-molbbbp_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_cheb_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "cheb",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 27.4,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.9278104152145773
+  },
+  "test": {
+    "rocauc": 0.665895061728395
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_film_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_film_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..71cf8e4
--- /dev/null
+++ b/runs/ogbg-molbbbp_film_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_film_classic_T0_ns1_h128_e100_s0",
+  "view": "film",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 15.9,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.9285074181021606
+  },
+  "test": {
+    "rocauc": 0.6300154320987654
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_film_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_film_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..75350d8
--- /dev/null
+++ b/runs/ogbg-molbbbp_film_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_film_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "film",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 39.4,
+  "dev": "cuda:1",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.939958179826745
+  },
+  "test": {
+    "rocauc": 0.6323302469135803
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_gatv2_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_gatv2_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..c775266
--- /dev/null
+++ b/runs/ogbg-molbbbp_gatv2_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_gatv2_classic_T0_ns1_h128_e100_s0",
+  "view": "gatv2",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 34.3,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.9346808722493279
+  },
+  "test": {
+    "rocauc": 0.6324266975308642
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..3c0370c
--- /dev/null
+++ b/runs/ogbg-molbbbp_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_gatv2_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gatv2",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 42.8,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.935577018819078
+  },
+  "test": {
+    "rocauc": 0.6559606481481481
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_gcn_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_gcn_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..a6a18df
--- /dev/null
+++ b/runs/ogbg-molbbbp_gcn_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_gcn_classic_T0_ns1_h128_e100_s0",
+  "view": "gcn",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 13.4,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.9385641740515782
+  },
+  "test": {
+    "rocauc": 0.667920524691358
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..ba2c88e
--- /dev/null
+++ b/runs/ogbg-molbbbp_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_gcn_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gcn",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 19.8,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rocauc": 0.9416509011251619
+  },
+  "test": {
+    "rocauc": 0.601658950617284
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_gen_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_gen_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..96c4f79
--- /dev/null
+++ b/runs/ogbg-molbbbp_gen_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_gen_classic_T0_ns1_h128_e100_s0",
+  "view": "gen",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 18.0,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.9548939559892462
+  },
+  "test": {
+    "rocauc": 0.677469135802469
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_gen_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_gen_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..46346d4
--- /dev/null
+++ b/runs/ogbg-molbbbp_gen_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_gen_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gen",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 37.8,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.9429453350592453
+  },
+  "test": {
+    "rocauc": 0.6036844135802468
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_gin_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_gin_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..6e9794f
--- /dev/null
+++ b/runs/ogbg-molbbbp_gin_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_gin_classic_T0_ns1_h128_e100_s0",
+  "view": "gin",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 14.3,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rocauc": 0.925121975505327
+  },
+  "test": {
+    "rocauc": 0.5670331790123456
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_gin_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_gin_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..4d3d022
--- /dev/null
+++ b/runs/ogbg-molbbbp_gin_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_gin_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gin",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 34.4,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rocauc": 0.9526038036443294
+  },
+  "test": {
+    "rocauc": 0.5931712962962963
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_gine_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_gine_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..d696564
--- /dev/null
+++ b/runs/ogbg-molbbbp_gine_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_gine_classic_T0_ns1_h128_e100_s0",
+  "view": "gine",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 19.6,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.932390719904411
+  },
+  "test": {
+    "rocauc": 0.6160300925925926
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_gine_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_gine_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..7082f6c
--- /dev/null
+++ b/runs/ogbg-molbbbp_gine_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_gine_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gine",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 34.1,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.9421487603305785
+  },
+  "test": {
+    "rocauc": 0.6976273148148147
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_graphconv_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_graphconv_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..7883f62
--- /dev/null
+++ b/runs/ogbg-molbbbp_graphconv_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_graphconv_classic_T0_ns1_h128_e100_s0",
+  "view": "graphconv",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 16.2,
+  "dev": "cuda:1",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.9268146968037438
+  },
+  "test": {
+    "rocauc": 0.5899884259259258
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..5d5dc58
--- /dev/null
+++ b/runs/ogbg-molbbbp_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_graphconv_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "graphconv",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 18.9,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rocauc": 0.9336851538384945
+  },
+  "test": {
+    "rocauc": 0.6518132716049383
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_graphsage_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_graphsage_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..b21c0b7
--- /dev/null
+++ b/runs/ogbg-molbbbp_graphsage_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_graphsage_classic_T0_ns1_h128_e100_s0",
+  "view": "graphsage",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 14.6,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rocauc": 0.9483222144777457
+  },
+  "test": {
+    "rocauc": 0.628761574074074
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..1a95b3f
--- /dev/null
+++ b/runs/ogbg-molbbbp_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_graphsage_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "graphsage",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 30.4,
+  "dev": "cuda:1",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.9502140794583291
+  },
+  "test": {
+    "rocauc": 0.5933641975308641
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_mf_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_mf_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..cd6c06d
--- /dev/null
+++ b/runs/ogbg-molbbbp_mf_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_mf_classic_T0_ns1_h128_e100_s0",
+  "view": "mf",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 64.9,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.9394603206213283
+  },
+  "test": {
+    "rocauc": 0.6364776234567902
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_mf_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_mf_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..067dcf6
--- /dev/null
+++ b/runs/ogbg-molbbbp_mf_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_mf_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "mf",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 73.9,
+  "dev": "cuda:1",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.9488200736831625
+  },
+  "test": {
+    "rocauc": 0.6480516975308641
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_pna_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_pna_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..04fb49d
--- /dev/null
+++ b/runs/ogbg-molbbbp_pna_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_pna_classic_T0_ns1_h128_e100_s0",
+  "view": "pna",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 45.6,
+  "dev": "cuda:1",
+  "ep": 60,
+  "val": {
+    "rocauc": 0.955391815194663
+  },
+  "test": {
+    "rocauc": 0.6417824074074073
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_pna_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_pna_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..fd856dc
--- /dev/null
+++ b/runs/ogbg-molbbbp_pna_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_pna_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "pna",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 51.7,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.9584785422682465
+  },
+  "test": {
+    "rocauc": 0.6682098765432098
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_resgated_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_resgated_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..fdf12c1
--- /dev/null
+++ b/runs/ogbg-molbbbp_resgated_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_resgated_classic_T0_ns1_h128_e100_s0",
+  "view": "resgated",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 20.4,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.9182515184705764
+  },
+  "test": {
+    "rocauc": 0.6626157407407406
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..accc032
--- /dev/null
+++ b/runs/ogbg-molbbbp_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_resgated_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "resgated",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 40.2,
+  "dev": "cuda:1",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.9534999502140794
+  },
+  "test": {
+    "rocauc": 0.583912037037037
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_sgc_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_sgc_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..e1f6e85
--- /dev/null
+++ b/runs/ogbg-molbbbp_sgc_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_sgc_classic_T0_ns1_h128_e100_s0",
+  "view": "sgc",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 15.1,
+  "dev": "cuda:1",
+  "ep": 60,
+  "val": {
+    "rocauc": 0.9300009957184109
+  },
+  "test": {
+    "rocauc": 0.6239390432098766
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..256ff82
--- /dev/null
+++ b/runs/ogbg-molbbbp_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_sgc_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "sgc",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 22.0,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.9285074181021606
+  },
+  "test": {
+    "rocauc": 0.6454475308641976
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_tag_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_tag_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..98c445b
--- /dev/null
+++ b/runs/ogbg-molbbbp_tag_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_tag_classic_T0_ns1_h128_e100_s0",
+  "view": "tag",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 19.7,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.9476252115901622
+  },
+  "test": {
+    "rocauc": 0.6099537037037036
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_tag_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_tag_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..e80c891
--- /dev/null
+++ b/runs/ogbg-molbbbp_tag_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_tag_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "tag",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 30.0,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.9459324902917455
+  },
+  "test": {
+    "rocauc": 0.6419753086419753
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_transformer_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_transformer_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..c83499c
--- /dev/null
+++ b/runs/ogbg-molbbbp_transformer_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_transformer_classic_T0_ns1_h128_e100_s0",
+  "view": "transformer",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 34.3,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rocauc": 0.9495170765707458
+  },
+  "test": {
+    "rocauc": 0.6156442901234568
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molbbbp_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..a2dfef3
--- /dev/null
+++ b/runs/ogbg-molbbbp_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molbbbp",
+  "tag": "ogbg-molbbbp_transformer_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "transformer",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 36.9,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rocauc": 0.9354774469779946
+  },
+  "test": {
+    "rocauc": 0.6221064814814815
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_appnp_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_appnp_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..fa5411b
--- /dev/null
+++ b/runs/ogbg-molclintox_appnp_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_appnp_classic_T0_ns1_h128_e100_s0",
+  "view": "appnp",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 16.0,
+  "dev": "cuda:1",
+  "ep": 60,
+  "val": {
+    "rocauc": 0.8515931251846744
+  },
+  "test": {
+    "rocauc": 0.9184287352726515
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..e276b4d
--- /dev/null
+++ b/runs/ogbg-molclintox_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_appnp_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "appnp",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 30.3,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.9029408385042188
+  },
+  "test": {
+    "rocauc": 0.8898090223473396
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_arma_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_arma_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..a9bdee1
--- /dev/null
+++ b/runs/ogbg-molclintox_arma_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_arma_classic_T0_ns1_h128_e100_s0",
+  "view": "arma",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 19.3,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.9462941987589875
+  },
+  "test": {
+    "rocauc": 0.8678231327981094
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_arma_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_arma_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..7488260
--- /dev/null
+++ b/runs/ogbg-molclintox_arma_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_arma_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "arma",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 32.7,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.9135288420499689
+  },
+  "test": {
+    "rocauc": 0.8863352796024051
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_cheb_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_cheb_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..d0d3745
--- /dev/null
+++ b/runs/ogbg-molclintox_cheb_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_cheb_classic_T0_ns1_h128_e100_s0",
+  "view": "cheb",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 17.0,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.8927886667323287
+  },
+  "test": {
+    "rocauc": 0.9152165224342266
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..7495809
--- /dev/null
+++ b/runs/ogbg-molclintox_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_cheb_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "cheb",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 20.5,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.8816384319905446
+  },
+  "test": {
+    "rocauc": 0.8982283738226811
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_film_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_film_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..4ba9e9c
--- /dev/null
+++ b/runs/ogbg-molclintox_film_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_film_classic_T0_ns1_h128_e100_s0",
+  "view": "film",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 23.7,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rocauc": 0.9048138481237074
+  },
+  "test": {
+    "rocauc": 0.7730589441490285
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_film_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_film_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..4eb4dec
--- /dev/null
+++ b/runs/ogbg-molclintox_film_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_film_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "film",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 29.8,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.9453700055812732
+  },
+  "test": {
+    "rocauc": 0.8429647586278803
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_gatv2_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_gatv2_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..12a30aa
--- /dev/null
+++ b/runs/ogbg-molclintox_gatv2_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_gatv2_classic_T0_ns1_h128_e100_s0",
+  "view": "gatv2",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 33.2,
+  "dev": "cuda:1",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.9514880659246856
+  },
+  "test": {
+    "rocauc": 0.849258853786536
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..603df56
--- /dev/null
+++ b/runs/ogbg-molclintox_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_gatv2_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gatv2",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 38.6,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.9350807643061164
+  },
+  "test": {
+    "rocauc": 0.8328163556111632
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_gcn_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_gcn_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..acfb767
--- /dev/null
+++ b/runs/ogbg-molclintox_gcn_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_gcn_classic_T0_ns1_h128_e100_s0",
+  "view": "gcn",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 11.4,
+  "dev": "cuda:1",
+  "ep": 60,
+  "val": {
+    "rocauc": 0.9318477297350538
+  },
+  "test": {
+    "rocauc": 0.8932080422618427
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..b003dfe
--- /dev/null
+++ b/runs/ogbg-molclintox_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_gcn_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gcn",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 19.6,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.909733576282872
+  },
+  "test": {
+    "rocauc": 0.8791896917248809
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_gen_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_gen_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..297cd3e
--- /dev/null
+++ b/runs/ogbg-molclintox_gen_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_gen_classic_T0_ns1_h128_e100_s0",
+  "view": "gen",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 16.4,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rocauc": 0.9820184510325356
+  },
+  "test": {
+    "rocauc": 0.8127689153025406
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_gen_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_gen_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..053b21b
--- /dev/null
+++ b/runs/ogbg-molclintox_gen_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_gen_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gen",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 31.7,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.9398880462260745
+  },
+  "test": {
+    "rocauc": 0.8194027386786223
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_gin_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_gin_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..13498e1
--- /dev/null
+++ b/runs/ogbg-molclintox_gin_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_gin_classic_T0_ns1_h128_e100_s0",
+  "view": "gin",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 20.0,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.9547104304146558
+  },
+  "test": {
+    "rocauc": 0.8586383067459077
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_gin_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_gin_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..2eb5ad6
--- /dev/null
+++ b/runs/ogbg-molclintox_gin_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_gin_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gin",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 29.9,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rocauc": 0.9163892445582587
+  },
+  "test": {
+    "rocauc": 0.8788013067806625
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_gine_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_gine_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..52546fb
--- /dev/null
+++ b/runs/ogbg-molclintox_gine_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_gine_classic_T0_ns1_h128_e100_s0",
+  "view": "gine",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 12.0,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.9352564102564103
+  },
+  "test": {
+    "rocauc": 0.8869330622458556
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_gine_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_gine_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..7876dc1
--- /dev/null
+++ b/runs/ogbg-molclintox_gine_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_gine_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gine",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 29.8,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.9225425982468236
+  },
+  "test": {
+    "rocauc": 0.8839597886907865
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_graphconv_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_graphconv_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..bd2e92c
--- /dev/null
+++ b/runs/ogbg-molclintox_graphconv_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_graphconv_classic_T0_ns1_h128_e100_s0",
+  "view": "graphconv",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 10.2,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.8917274040513478
+  },
+  "test": {
+    "rocauc": 0.850132937128558
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..a57218f
--- /dev/null
+++ b/runs/ogbg-molclintox_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_graphconv_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "graphconv",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 25.2,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.849372106766473
+  },
+  "test": {
+    "rocauc": 0.8185512459597539
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_graphsage_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_graphsage_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..5eb0922
--- /dev/null
+++ b/runs/ogbg-molclintox_graphsage_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_graphsage_classic_T0_ns1_h128_e100_s0",
+  "view": "graphsage",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 10.6,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.9143020125414492
+  },
+  "test": {
+    "rocauc": 0.8881694644284572
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..89cf219
--- /dev/null
+++ b/runs/ogbg-molclintox_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_graphsage_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "graphsage",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 26.4,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rocauc": 0.957908171640566
+  },
+  "test": {
+    "rocauc": 0.8664451047857367
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_mf_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_mf_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..4574369
--- /dev/null
+++ b/runs/ogbg-molclintox_mf_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_mf_classic_T0_ns1_h128_e100_s0",
+  "view": "mf",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 51.1,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rocauc": 0.9251534850126399
+  },
+  "test": {
+    "rocauc": 0.8369808501025267
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_mf_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_mf_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..4bb8f7a
--- /dev/null
+++ b/runs/ogbg-molclintox_mf_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_mf_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "mf",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 55.6,
+  "dev": "cuda:1",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.9147271742342165
+  },
+  "test": {
+    "rocauc": 0.804700587356202
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_pna_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_pna_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..3a82461
--- /dev/null
+++ b/runs/ogbg-molclintox_pna_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_pna_classic_T0_ns1_h128_e100_s0",
+  "view": "pna",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 36.9,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rocauc": 0.9285867887980563
+  },
+  "test": {
+    "rocauc": 0.8602891599763668
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_pna_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_pna_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..67f69a4
--- /dev/null
+++ b/runs/ogbg-molclintox_pna_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_pna_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "pna",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 36.7,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rocauc": 0.9064094356347877
+  },
+  "test": {
+    "rocauc": 0.8734968546901609
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_resgated_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_resgated_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..4256fd6
--- /dev/null
+++ b/runs/ogbg-molclintox_resgated_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_resgated_classic_T0_ns1_h128_e100_s0",
+  "view": "resgated",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 17.1,
+  "dev": "cuda:1",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.9243803145211595
+  },
+  "test": {
+    "rocauc": 0.9184252597921663
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..480b881
--- /dev/null
+++ b/runs/ogbg-molclintox_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_resgated_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "resgated",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 34.7,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.9055377720870679
+  },
+  "test": {
+    "rocauc": 0.8978999409168318
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_sgc_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_sgc_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..47d3ae9
--- /dev/null
+++ b/runs/ogbg-molclintox_sgc_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_sgc_classic_T0_ns1_h128_e100_s0",
+  "view": "sgc",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 13.1,
+  "dev": "cuda:1",
+  "ep": 70,
+  "val": {
+    "rocauc": 0.9194852096260546
+  },
+  "test": {
+    "rocauc": 0.8985793973516839
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..038547d
--- /dev/null
+++ b/runs/ogbg-molclintox_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_sgc_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "sgc",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 23.6,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.9219696969696969
+  },
+  "test": {
+    "rocauc": 0.9054147985959059
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_tag_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_tag_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..aa7648f
--- /dev/null
+++ b/runs/ogbg-molclintox_tag_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_tag_classic_T0_ns1_h128_e100_s0",
+  "view": "tag",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 23.4,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rocauc": 0.923656390557799
+  },
+  "test": {
+    "rocauc": 0.7998149306641643
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_tag_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_tag_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..4a0238f
--- /dev/null
+++ b/runs/ogbg-molclintox_tag_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_tag_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "tag",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 30.9,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.9182762073607145
+  },
+  "test": {
+    "rocauc": 0.8432784207416675
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_transformer_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_transformer_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..605855f
--- /dev/null
+++ b/runs/ogbg-molclintox_transformer_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_transformer_classic_T0_ns1_h128_e100_s0",
+  "view": "transformer",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 29.2,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rocauc": 0.9270511178961884
+  },
+  "test": {
+    "rocauc": 0.8763771591422514
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molclintox_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..50ba6e4
--- /dev/null
+++ b/runs/ogbg-molclintox_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molclintox",
+  "tag": "ogbg-molclintox_transformer_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "transformer",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 38.6,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rocauc": 0.9321957385337667
+  },
+  "test": {
+    "rocauc": 0.8521686998227505
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_appnp_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_appnp_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..6a47cc6
--- /dev/null
+++ b/runs/ogbg-molesol_appnp_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_appnp_classic_T0_ns1_h128_e100_s0",
+  "view": "appnp",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 11.3,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rmse": 1.608295202255249
+  },
+  "test": {
+    "rmse": 1.5212217569351196
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..719533d
--- /dev/null
+++ b/runs/ogbg-molesol_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_appnp_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "appnp",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 17.4,
+  "dev": "cuda:1",
+  "ep": 100,
+  "val": {
+    "rmse": 1.4195600748062134
+  },
+  "test": {
+    "rmse": 1.4928637742996216
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_arma_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_arma_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..7ce93b8
--- /dev/null
+++ b/runs/ogbg-molesol_arma_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_arma_classic_T0_ns1_h128_e100_s0",
+  "view": "arma",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 11.5,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rmse": 1.0194642543792725
+  },
+  "test": {
+    "rmse": 1.0665998458862305
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_arma_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_arma_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..5beccfd
--- /dev/null
+++ b/runs/ogbg-molesol_arma_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_arma_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "arma",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 17.6,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rmse": 1.003442406654358
+  },
+  "test": {
+    "rmse": 1.1272348165512085
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_cheb_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_cheb_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..30b1a7a
--- /dev/null
+++ b/runs/ogbg-molesol_cheb_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_cheb_classic_T0_ns1_h128_e100_s0",
+  "view": "cheb",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 10.8,
+  "dev": "cuda:1",
+  "ep": 60,
+  "val": {
+    "rmse": 0.9649985432624817
+  },
+  "test": {
+    "rmse": 0.8722475171089172
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..ce5887e
--- /dev/null
+++ b/runs/ogbg-molesol_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_cheb_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "cheb",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 14.6,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rmse": 0.9198977947235107
+  },
+  "test": {
+    "rmse": 0.8840651512145996
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_film_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_film_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..db08bfe
--- /dev/null
+++ b/runs/ogbg-molesol_film_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_film_classic_T0_ns1_h128_e100_s0",
+  "view": "film",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 9.3,
+  "dev": "cuda:1",
+  "ep": 90,
+  "val": {
+    "rmse": 1.0717737674713135
+  },
+  "test": {
+    "rmse": 1.2896088361740112
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_film_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_film_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..f4729c2
--- /dev/null
+++ b/runs/ogbg-molesol_film_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_film_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "film",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 14.6,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rmse": 1.0196408033370972
+  },
+  "test": {
+    "rmse": 1.084921956062317
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_gatv2_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_gatv2_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..5fab56a
--- /dev/null
+++ b/runs/ogbg-molesol_gatv2_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_gatv2_classic_T0_ns1_h128_e100_s0",
+  "view": "gatv2",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 16.1,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rmse": 1.0367836952209473
+  },
+  "test": {
+    "rmse": 0.9878302216529846
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..ab55e2b
--- /dev/null
+++ b/runs/ogbg-molesol_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_gatv2_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gatv2",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 17.5,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rmse": 1.001816987991333
+  },
+  "test": {
+    "rmse": 0.9779817461967468
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_gcn_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_gcn_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..8498f5c
--- /dev/null
+++ b/runs/ogbg-molesol_gcn_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_gcn_classic_T0_ns1_h128_e100_s0",
+  "view": "gcn",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 7.7,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rmse": 1.0408910512924194
+  },
+  "test": {
+    "rmse": 1.1161426305770874
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..c279b31
--- /dev/null
+++ b/runs/ogbg-molesol_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_gcn_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gcn",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 11.3,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rmse": 0.9590842127799988
+  },
+  "test": {
+    "rmse": 0.9305291175842285
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_gen_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_gen_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..8598a27
--- /dev/null
+++ b/runs/ogbg-molesol_gen_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_gen_classic_T0_ns1_h128_e100_s0",
+  "view": "gen",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 9.5,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rmse": 1.0088852643966675
+  },
+  "test": {
+    "rmse": 0.8762271404266357
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_gen_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_gen_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..ac5af1b
--- /dev/null
+++ b/runs/ogbg-molesol_gen_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_gen_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gen",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 15.9,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rmse": 1.0026726722717285
+  },
+  "test": {
+    "rmse": 0.920613169670105
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_gin_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_gin_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..3656879
--- /dev/null
+++ b/runs/ogbg-molesol_gin_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_gin_classic_T0_ns1_h128_e100_s0",
+  "view": "gin",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 8.7,
+  "dev": "cuda:1",
+  "ep": 60,
+  "val": {
+    "rmse": 1.0186669826507568
+  },
+  "test": {
+    "rmse": 0.9899855852127075
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_gin_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_gin_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..24aa419
--- /dev/null
+++ b/runs/ogbg-molesol_gin_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_gin_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gin",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 14.8,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rmse": 0.9646593928337097
+  },
+  "test": {
+    "rmse": 1.0798395872116089
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_gine_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_gine_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..71039a3
--- /dev/null
+++ b/runs/ogbg-molesol_gine_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_gine_classic_T0_ns1_h128_e100_s0",
+  "view": "gine",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 13.2,
+  "dev": "cuda:1",
+  "ep": 100,
+  "val": {
+    "rmse": 1.0286154747009277
+  },
+  "test": {
+    "rmse": 1.0806611776351929
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_gine_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_gine_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..3eb0ea1
--- /dev/null
+++ b/runs/ogbg-molesol_gine_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_gine_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gine",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 13.6,
+  "dev": "cuda:1",
+  "ep": 100,
+  "val": {
+    "rmse": 1.0580767393112183
+  },
+  "test": {
+    "rmse": 1.0950747728347778
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_graphconv_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_graphconv_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..247fa49
--- /dev/null
+++ b/runs/ogbg-molesol_graphconv_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_graphconv_classic_T0_ns1_h128_e100_s0",
+  "view": "graphconv",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 7.0,
+  "dev": "cuda:1",
+  "ep": 90,
+  "val": {
+    "rmse": 0.9740990400314331
+  },
+  "test": {
+    "rmse": 0.9732325673103333
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..ece0df6
--- /dev/null
+++ b/runs/ogbg-molesol_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_graphconv_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "graphconv",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 10.7,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rmse": 1.0048154592514038
+  },
+  "test": {
+    "rmse": 0.9968388080596924
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_graphsage_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_graphsage_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..a2f7308
--- /dev/null
+++ b/runs/ogbg-molesol_graphsage_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_graphsage_classic_T0_ns1_h128_e100_s0",
+  "view": "graphsage",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 7.1,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rmse": 0.9680215120315552
+  },
+  "test": {
+    "rmse": 1.0037521123886108
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..de80ece
--- /dev/null
+++ b/runs/ogbg-molesol_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_graphsage_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "graphsage",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 11.6,
+  "dev": "cuda:1",
+  "ep": 20,
+  "val": {
+    "rmse": 0.9934180974960327
+  },
+  "test": {
+    "rmse": 1.0794438123703003
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_mf_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_mf_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..ebb24ff
--- /dev/null
+++ b/runs/ogbg-molesol_mf_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_mf_classic_T0_ns1_h128_e100_s0",
+  "view": "mf",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 22.8,
+  "dev": "cuda:1",
+  "ep": 70,
+  "val": {
+    "rmse": 1.1494333744049072
+  },
+  "test": {
+    "rmse": 1.0638543367385864
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_mf_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_mf_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..a46243a
--- /dev/null
+++ b/runs/ogbg-molesol_mf_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_mf_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "mf",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 41.5,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rmse": 1.055277943611145
+  },
+  "test": {
+    "rmse": 1.0367581844329834
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_pna_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_pna_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..c49f0b7
--- /dev/null
+++ b/runs/ogbg-molesol_pna_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_pna_classic_T0_ns1_h128_e100_s0",
+  "view": "pna",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 18.9,
+  "dev": "cuda:1",
+  "ep": 90,
+  "val": {
+    "rmse": 0.911565363407135
+  },
+  "test": {
+    "rmse": 0.9152661561965942
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_pna_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_pna_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..53395fa
--- /dev/null
+++ b/runs/ogbg-molesol_pna_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_pna_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "pna",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 25.1,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rmse": 0.9840529561042786
+  },
+  "test": {
+    "rmse": 0.9092428088188171
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_resgated_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_resgated_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..ffa3eaf
--- /dev/null
+++ b/runs/ogbg-molesol_resgated_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_resgated_classic_T0_ns1_h128_e100_s0",
+  "view": "resgated",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 9.9,
+  "dev": "cuda:1",
+  "ep": 60,
+  "val": {
+    "rmse": 0.9491544961929321
+  },
+  "test": {
+    "rmse": 0.8908001780509949
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..626ef87
--- /dev/null
+++ b/runs/ogbg-molesol_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_resgated_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "resgated",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 24.6,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rmse": 0.9873355627059937
+  },
+  "test": {
+    "rmse": 0.8825017213821411
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_sgc_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_sgc_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..5fcc1d3
--- /dev/null
+++ b/runs/ogbg-molesol_sgc_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_sgc_classic_T0_ns1_h128_e100_s0",
+  "view": "sgc",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 9.6,
+  "dev": "cuda:1",
+  "ep": 100,
+  "val": {
+    "rmse": 1.061699628829956
+  },
+  "test": {
+    "rmse": 0.9779573082923889
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..6c40242
--- /dev/null
+++ b/runs/ogbg-molesol_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_sgc_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "sgc",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 11.6,
+  "dev": "cuda:1",
+  "ep": 90,
+  "val": {
+    "rmse": 1.0129139423370361
+  },
+  "test": {
+    "rmse": 0.9372893571853638
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_tag_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_tag_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..bdab4c4
--- /dev/null
+++ b/runs/ogbg-molesol_tag_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_tag_classic_T0_ns1_h128_e100_s0",
+  "view": "tag",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 10.5,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rmse": 0.9323490858078003
+  },
+  "test": {
+    "rmse": 0.9677547216415405
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_tag_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_tag_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..317fb16
--- /dev/null
+++ b/runs/ogbg-molesol_tag_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_tag_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "tag",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 16.3,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rmse": 0.9035957455635071
+  },
+  "test": {
+    "rmse": 0.9462130665779114
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_transformer_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_transformer_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..ff4f947
--- /dev/null
+++ b/runs/ogbg-molesol_transformer_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_transformer_classic_T0_ns1_h128_e100_s0",
+  "view": "transformer",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 11.8,
+  "dev": "cuda:1",
+  "ep": 70,
+  "val": {
+    "rmse": 0.9397740960121155
+  },
+  "test": {
+    "rmse": 0.9491862058639526
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molesol_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..31a2397
--- /dev/null
+++ b/runs/ogbg-molesol_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molesol",
+  "tag": "ogbg-molesol_transformer_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "transformer",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 24.7,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rmse": 0.9840657114982605
+  },
+  "test": {
+    "rmse": 1.0003974437713623
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_appnp_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_appnp_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..746e804
--- /dev/null
+++ b/runs/ogbg-molfreesolv_appnp_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_appnp_classic_T0_ns1_h128_e100_s0",
+  "view": "appnp",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 6.7,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rmse": 6.046187400817871
+  },
+  "test": {
+    "rmse": 4.647761821746826
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..11c5a38
--- /dev/null
+++ b/runs/ogbg-molfreesolv_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_appnp_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "appnp",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 9.0,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rmse": 5.559294700622559
+  },
+  "test": {
+    "rmse": 3.654918670654297
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_arma_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_arma_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..472f3ab
--- /dev/null
+++ b/runs/ogbg-molfreesolv_arma_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_arma_classic_T0_ns1_h128_e100_s0",
+  "view": "arma",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 11.1,
+  "dev": "cuda:1",
+  "ep": 60,
+  "val": {
+    "rmse": 4.26617956161499
+  },
+  "test": {
+    "rmse": 2.9769132137298584
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_arma_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_arma_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..72a427a
--- /dev/null
+++ b/runs/ogbg-molfreesolv_arma_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_arma_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "arma",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 16.4,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rmse": 5.068253993988037
+  },
+  "test": {
+    "rmse": 3.6822547912597656
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_cheb_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_cheb_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..5613bf2
--- /dev/null
+++ b/runs/ogbg-molfreesolv_cheb_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_cheb_classic_T0_ns1_h128_e100_s0",
+  "view": "cheb",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 6.6,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rmse": 2.9480721950531006
+  },
+  "test": {
+    "rmse": 2.2430641651153564
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..864eff5
--- /dev/null
+++ b/runs/ogbg-molfreesolv_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_cheb_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "cheb",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 8.9,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rmse": 3.0142416954040527
+  },
+  "test": {
+    "rmse": 2.2398786544799805
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_film_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_film_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..13f4682
--- /dev/null
+++ b/runs/ogbg-molfreesolv_film_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_film_classic_T0_ns1_h128_e100_s0",
+  "view": "film",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 5.9,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rmse": 3.1545956134796143
+  },
+  "test": {
+    "rmse": 2.9581117630004883
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_film_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_film_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..8371249
--- /dev/null
+++ b/runs/ogbg-molfreesolv_film_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_film_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "film",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 13.1,
+  "dev": "cuda:1",
+  "ep": 20,
+  "val": {
+    "rmse": 3.2952098846435547
+  },
+  "test": {
+    "rmse": 3.304159164428711
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_gatv2_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_gatv2_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..a1f6fad
--- /dev/null
+++ b/runs/ogbg-molfreesolv_gatv2_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_gatv2_classic_T0_ns1_h128_e100_s0",
+  "view": "gatv2",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 10.3,
+  "dev": "cuda:1",
+  "ep": 90,
+  "val": {
+    "rmse": 4.208639144897461
+  },
+  "test": {
+    "rmse": 2.7368204593658447
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..84f9f46
--- /dev/null
+++ b/runs/ogbg-molfreesolv_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_gatv2_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gatv2",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 13.0,
+  "dev": "cuda:1",
+  "ep": 100,
+  "val": {
+    "rmse": 3.9983770847320557
+  },
+  "test": {
+    "rmse": 2.5965566635131836
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_gcn_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_gcn_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..8553aee
--- /dev/null
+++ b/runs/ogbg-molfreesolv_gcn_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_gcn_classic_T0_ns1_h128_e100_s0",
+  "view": "gcn",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 4.7,
+  "dev": "cuda:1",
+  "ep": 90,
+  "val": {
+    "rmse": 3.7172489166259766
+  },
+  "test": {
+    "rmse": 2.4850735664367676
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..06a4ed7
--- /dev/null
+++ b/runs/ogbg-molfreesolv_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_gcn_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gcn",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 7.1,
+  "dev": "cuda:1",
+  "ep": 70,
+  "val": {
+    "rmse": 3.5887632369995117
+  },
+  "test": {
+    "rmse": 2.4443516731262207
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_gen_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_gen_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..a0ef0ee
--- /dev/null
+++ b/runs/ogbg-molfreesolv_gen_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_gen_classic_T0_ns1_h128_e100_s0",
+  "view": "gen",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 5.8,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rmse": 3.9998085498809814
+  },
+  "test": {
+    "rmse": 2.558762788772583
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_gen_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_gen_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..9c5f0a0
--- /dev/null
+++ b/runs/ogbg-molfreesolv_gen_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_gen_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gen",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 11.4,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rmse": 4.300873279571533
+  },
+  "test": {
+    "rmse": 2.9063339233398438
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_gin_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_gin_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..e1db15f
--- /dev/null
+++ b/runs/ogbg-molfreesolv_gin_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_gin_classic_T0_ns1_h128_e100_s0",
+  "view": "gin",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 4.9,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rmse": 4.018989086151123
+  },
+  "test": {
+    "rmse": 3.4898324012756348
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_gin_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_gin_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..1f527f0
--- /dev/null
+++ b/runs/ogbg-molfreesolv_gin_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_gin_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gin",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 12.1,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rmse": 3.9742789268493652
+  },
+  "test": {
+    "rmse": 3.4291605949401855
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_gine_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_gine_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..21a7f6a
--- /dev/null
+++ b/runs/ogbg-molfreesolv_gine_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_gine_classic_T0_ns1_h128_e100_s0",
+  "view": "gine",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 5.0,
+  "dev": "cuda:1",
+  "ep": 70,
+  "val": {
+    "rmse": 3.296074151992798
+  },
+  "test": {
+    "rmse": 3.144200086593628
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_gine_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_gine_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..20e37b9
--- /dev/null
+++ b/runs/ogbg-molfreesolv_gine_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_gine_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gine",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 11.5,
+  "dev": "cuda:1",
+  "ep": 100,
+  "val": {
+    "rmse": 4.446825981140137
+  },
+  "test": {
+    "rmse": 3.740544319152832
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_graphconv_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_graphconv_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..fecde17
--- /dev/null
+++ b/runs/ogbg-molfreesolv_graphconv_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_graphconv_classic_T0_ns1_h128_e100_s0",
+  "view": "graphconv",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 4.2,
+  "dev": "cuda:1",
+  "ep": 20,
+  "val": {
+    "rmse": 2.5313968658447266
+  },
+  "test": {
+    "rmse": 2.7952840328216553
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..ead7559
--- /dev/null
+++ b/runs/ogbg-molfreesolv_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_graphconv_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "graphconv",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 7.2,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rmse": 2.9106228351593018
+  },
+  "test": {
+    "rmse": 3.142881155014038
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_graphsage_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_graphsage_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..4f2daf7
--- /dev/null
+++ b/runs/ogbg-molfreesolv_graphsage_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_graphsage_classic_T0_ns1_h128_e100_s0",
+  "view": "graphsage",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 4.4,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rmse": 3.5022244453430176
+  },
+  "test": {
+    "rmse": 2.2976508140563965
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..7aa2f03
--- /dev/null
+++ b/runs/ogbg-molfreesolv_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_graphsage_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "graphsage",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 6.9,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rmse": 3.7380001544952393
+  },
+  "test": {
+    "rmse": 2.193081855773926
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_mf_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_mf_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..a5b647c
--- /dev/null
+++ b/runs/ogbg-molfreesolv_mf_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_mf_classic_T0_ns1_h128_e100_s0",
+  "view": "mf",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 24.2,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rmse": 2.737367630004883
+  },
+  "test": {
+    "rmse": 2.8884994983673096
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_mf_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_mf_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..29a8bef
--- /dev/null
+++ b/runs/ogbg-molfreesolv_mf_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_mf_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "mf",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 24.8,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rmse": 2.5060386657714844
+  },
+  "test": {
+    "rmse": 3.1891541481018066
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_pna_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_pna_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..81ea6ec
--- /dev/null
+++ b/runs/ogbg-molfreesolv_pna_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_pna_classic_T0_ns1_h128_e100_s0",
+  "view": "pna",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 13.6,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rmse": 2.3625338077545166
+  },
+  "test": {
+    "rmse": 2.2610387802124023
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_pna_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_pna_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..de0fee4
--- /dev/null
+++ b/runs/ogbg-molfreesolv_pna_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_pna_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "pna",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 16.4,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rmse": 3.3333704471588135
+  },
+  "test": {
+    "rmse": 2.4279491901397705
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_resgated_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_resgated_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..9187a7a
--- /dev/null
+++ b/runs/ogbg-molfreesolv_resgated_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_resgated_classic_T0_ns1_h128_e100_s0",
+  "view": "resgated",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 8.1,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rmse": 2.4772303104400635
+  },
+  "test": {
+    "rmse": 2.0041325092315674
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..7efe491
--- /dev/null
+++ b/runs/ogbg-molfreesolv_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_resgated_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "resgated",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 14.0,
+  "dev": "cuda:1",
+  "ep": 70,
+  "val": {
+    "rmse": 3.0919928550720215
+  },
+  "test": {
+    "rmse": 2.0244016647338867
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_sgc_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_sgc_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..08ba938
--- /dev/null
+++ b/runs/ogbg-molfreesolv_sgc_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_sgc_classic_T0_ns1_h128_e100_s0",
+  "view": "sgc",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 5.0,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rmse": 3.9146761894226074
+  },
+  "test": {
+    "rmse": 2.4146173000335693
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..d6ec5dc
--- /dev/null
+++ b/runs/ogbg-molfreesolv_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_sgc_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "sgc",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 7.4,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rmse": 3.9261200428009033
+  },
+  "test": {
+    "rmse": 2.4886999130249023
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_tag_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_tag_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..1d73b02
--- /dev/null
+++ b/runs/ogbg-molfreesolv_tag_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_tag_classic_T0_ns1_h128_e100_s0",
+  "view": "tag",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 6.7,
+  "dev": "cuda:1",
+  "ep": 20,
+  "val": {
+    "rmse": 2.687361001968384
+  },
+  "test": {
+    "rmse": 2.3825674057006836
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_tag_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_tag_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..ab5daea
--- /dev/null
+++ b/runs/ogbg-molfreesolv_tag_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_tag_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "tag",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 9.9,
+  "dev": "cuda:1",
+  "ep": 70,
+  "val": {
+    "rmse": 2.735919952392578
+  },
+  "test": {
+    "rmse": 2.0588314533233643
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_transformer_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_transformer_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..7842d4a
--- /dev/null
+++ b/runs/ogbg-molfreesolv_transformer_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_transformer_classic_T0_ns1_h128_e100_s0",
+  "view": "transformer",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 8.5,
+  "dev": "cuda:1",
+  "ep": 70,
+  "val": {
+    "rmse": 4.094240665435791
+  },
+  "test": {
+    "rmse": 2.3205413818359375
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molfreesolv_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..ad17542
--- /dev/null
+++ b/runs/ogbg-molfreesolv_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molfreesolv",
+  "tag": "ogbg-molfreesolv_transformer_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "transformer",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 10.4,
+  "dev": "cuda:1",
+  "ep": 60,
+  "val": {
+    "rmse": 4.417959690093994
+  },
+  "test": {
+    "rmse": 2.432546377182007
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_appnp_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_appnp_classic_T0_ns1_h128_e100_s1.json
new file mode 100644
index 0000000..96c1ef5
--- /dev/null
+++ b/runs/ogbg-molhiv_appnp_classic_T0_ns1_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_appnp_classic_T0_ns1_h128_e100_s1",
+  "view": "appnp",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 474.4,
+  "dev": "cuda:0",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.6934707524985303
+  },
+  "test": {
+    "rocauc": 0.7044149172444427
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_appnp_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_appnp_classic_T0_ns1_h128_e100_s2.json
new file mode 100644
index 0000000..0f7a3cf
--- /dev/null
+++ b/runs/ogbg-molhiv_appnp_classic_T0_ns1_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_appnp_classic_T0_ns1_h128_e100_s2",
+  "view": "appnp",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 479.4,
+  "dev": "cuda:0",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.7213342641583382
+  },
+  "test": {
+    "rocauc": 0.690191004075011
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..f0c1da1
--- /dev/null
+++ b/runs/ogbg-molhiv_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_appnp_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "appnp",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 802.7,
+  "dev": "cuda:0",
+  "ep": 60,
+  "val": {
+    "rocauc": 0.7573179992161474
+  },
+  "test": {
+    "rocauc": 0.7228548253152822
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_appnp_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_appnp_fixed-rrog_T1_ns3_h128_e100_s1.json
new file mode 100644
index 0000000..c5de3ef
--- /dev/null
+++ b/runs/ogbg-molhiv_appnp_fixed-rrog_T1_ns3_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_appnp_fixed-rrog_T1_ns3_h128_e100_s1",
+  "view": "appnp",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 925.6,
+  "dev": "cuda:0",
+  "ep": 60,
+  "val": {
+    "rocauc": 0.75122170781893
+  },
+  "test": {
+    "rocauc": 0.7448212595840012
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_appnp_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_appnp_fixed-rrog_T1_ns3_h128_e100_s2.json
new file mode 100644
index 0000000..ff308ee
--- /dev/null
+++ b/runs/ogbg-molhiv_appnp_fixed-rrog_T1_ns3_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_appnp_fixed-rrog_T1_ns3_h128_e100_s2",
+  "view": "appnp",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 793.0,
+  "dev": "cuda:0",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.7619568146188516
+  },
+  "test": {
+    "rocauc": 0.72329708955368
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_arma_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_arma_classic_T0_ns1_h128_e100_s1.json
new file mode 100644
index 0000000..f68ee33
--- /dev/null
+++ b/runs/ogbg-molhiv_arma_classic_T0_ns1_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_arma_classic_T0_ns1_h128_e100_s1",
+  "view": "arma",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 872.0,
+  "dev": "cuda:0",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.7766081226729374
+  },
+  "test": {
+    "rocauc": 0.7197338689430077
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_arma_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_arma_classic_T0_ns1_h128_e100_s2.json
new file mode 100644
index 0000000..fa28286
--- /dev/null
+++ b/runs/ogbg-molhiv_arma_classic_T0_ns1_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_arma_classic_T0_ns1_h128_e100_s2",
+  "view": "arma",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 881.8,
+  "dev": "cuda:0",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.7759957378012934
+  },
+  "test": {
+    "rocauc": 0.7694818362656676
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_arma_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_arma_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..0580718
--- /dev/null
+++ b/runs/ogbg-molhiv_arma_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_arma_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "arma",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 833.4,
+  "dev": "cuda:0",
+  "ep": 60,
+  "val": {
+    "rocauc": 0.7956441064079952
+  },
+  "test": {
+    "rocauc": 0.6966917089939937
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_arma_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_arma_fixed-rrog_T1_ns3_h128_e100_s1.json
new file mode 100644
index 0000000..0bf9e9d
--- /dev/null
+++ b/runs/ogbg-molhiv_arma_fixed-rrog_T1_ns3_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_arma_fixed-rrog_T1_ns3_h128_e100_s1",
+  "view": "arma",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 1127.4,
+  "dev": "cuda:0",
+  "ep": 60,
+  "val": {
+    "rocauc": 0.7571649029982364
+  },
+  "test": {
+    "rocauc": 0.6928774213484231
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_arma_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_arma_fixed-rrog_T1_ns3_h128_e100_s2.json
new file mode 100644
index 0000000..304dd63
--- /dev/null
+++ b/runs/ogbg-molhiv_arma_fixed-rrog_T1_ns3_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_arma_fixed-rrog_T1_ns3_h128_e100_s2",
+  "view": "arma",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 1125.5,
+  "dev": "cuda:0",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.7940457818930041
+  },
+  "test": {
+    "rocauc": 0.7463856003399061
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s1.json
new file mode 100644
index 0000000..c8c48a9
--- /dev/null
+++ b/runs/ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s1",
+  "view": "cheb",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 440.1,
+  "dev": "cuda:0",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.7577895355673133
+  },
+  "test": {
+    "rocauc": 0.7291006006295989
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s2.json
new file mode 100644
index 0000000..25f58ff
--- /dev/null
+++ b/runs/ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s2",
+  "view": "cheb",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 450.5,
+  "dev": "cuda:0",
+  "ep": 80,
+  "val": {
+    "rocauc": 0.7987825788751715
+  },
+  "test": {
+    "rocauc": 0.7219181521466231
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..4d6939c
--- /dev/null
+++ b/runs/ogbg-molhiv_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_cheb_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "cheb",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 570.2,
+  "dev": "cuda:0",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.794682662159514
+  },
+  "test": {
+    "rocauc": 0.7290194866644778
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_cheb_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_cheb_fixed-rrog_T1_ns3_h128_e100_s1.json
new file mode 100644
index 0000000..e4e897e
--- /dev/null
+++ b/runs/ogbg-molhiv_cheb_fixed-rrog_T1_ns3_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_cheb_fixed-rrog_T1_ns3_h128_e100_s1",
+  "view": "cheb",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 905.2,
+  "dev": "cuda:0",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.7655423280423279
+  },
+  "test": {
+    "rocauc": 0.7438594797118523
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_cheb_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_cheb_fixed-rrog_T1_ns3_h128_e100_s2.json
new file mode 100644
index 0000000..62dc770
--- /dev/null
+++ b/runs/ogbg-molhiv_cheb_fixed-rrog_T1_ns3_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_cheb_fixed-rrog_T1_ns3_h128_e100_s2",
+  "view": "cheb",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 822.8,
+  "dev": "cuda:0",
+  "ep": 60,
+  "val": {
+    "rocauc": 0.8092084313149128
+  },
+  "test": {
+    "rocauc": 0.7313505475192645
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_film_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_film_classic_T0_ns1_h128_e100_s1.json
new file mode 100644
index 0000000..8e0aa76
--- /dev/null
+++ b/runs/ogbg-molhiv_film_classic_T0_ns1_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_film_classic_T0_ns1_h128_e100_s1",
+  "view": "film",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 738.2,
+  "dev": "cuda:0",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.7384259259259259
+  },
+  "test": {
+    "rocauc": 0.7277853956237085
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_film_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_film_classic_T0_ns1_h128_e100_s2.json
new file mode 100644
index 0000000..0e4ea69
--- /dev/null
+++ b/runs/ogbg-molhiv_film_classic_T0_ns1_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_film_classic_T0_ns1_h128_e100_s2",
+  "view": "film",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 707.7,
+  "dev": "cuda:0",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.8214622525965118
+  },
+  "test": {
+    "rocauc": 0.7396087216825356
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_film_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_film_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..a874862
--- /dev/null
+++ b/runs/ogbg-molhiv_film_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_film_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "film",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 723.6,
+  "dev": "cuda:0",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.8251457475994514
+  },
+  "test": {
+    "rocauc": 0.7725487166611946
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_film_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_film_fixed-rrog_T1_ns3_h128_e100_s1.json
new file mode 100644
index 0000000..95b90c4
--- /dev/null
+++ b/runs/ogbg-molhiv_film_fixed-rrog_T1_ns3_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_film_fixed-rrog_T1_ns3_h128_e100_s1",
+  "view": "film",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 978.0,
+  "dev": "cuda:0",
+  "ep": 80,
+  "val": {
+    "rocauc": 0.7767214138741916
+  },
+  "test": {
+    "rocauc": 0.721711504664053
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_film_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_film_fixed-rrog_T1_ns3_h128_e100_s2.json
new file mode 100644
index 0000000..2af945e
--- /dev/null
+++ b/runs/ogbg-molhiv_film_fixed-rrog_T1_ns3_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_film_fixed-rrog_T1_ns3_h128_e100_s2",
+  "view": "film",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 990.1,
+  "dev": "cuda:0",
+  "ep": 60,
+  "val": {
+    "rocauc": 0.8191688712522045
+  },
+  "test": {
+    "rocauc": 0.7626895073292261
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gatv2_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_gatv2_classic_T0_ns1_h128_e100_s1.json
new file mode 100644
index 0000000..1c65b7a
--- /dev/null
+++ b/runs/ogbg-molhiv_gatv2_classic_T0_ns1_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_gatv2_classic_T0_ns1_h128_e100_s1",
+  "view": "gatv2",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 1027.7,
+  "dev": "cuda:0",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.7755777851263962
+  },
+  "test": {
+    "rocauc": 0.7039629965816258
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gatv2_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_gatv2_classic_T0_ns1_h128_e100_s2.json
new file mode 100644
index 0000000..73c6073
--- /dev/null
+++ b/runs/ogbg-molhiv_gatv2_classic_T0_ns1_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_gatv2_classic_T0_ns1_h128_e100_s2",
+  "view": "gatv2",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 1040.1,
+  "dev": "cuda:0",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.793114956888105
+  },
+  "test": {
+    "rocauc": 0.7273817570829874
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..e62c1ef
--- /dev/null
+++ b/runs/ogbg-molhiv_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_gatv2_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gatv2",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 973.3,
+  "dev": "cuda:0",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.8049003037428963
+  },
+  "test": {
+    "rocauc": 0.7485679522586377
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gatv2_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_gatv2_fixed-rrog_T1_ns3_h128_e100_s1.json
new file mode 100644
index 0000000..4351ea8
--- /dev/null
+++ b/runs/ogbg-molhiv_gatv2_fixed-rrog_T1_ns3_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_gatv2_fixed-rrog_T1_ns3_h128_e100_s1",
+  "view": "gatv2",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 1274.2,
+  "dev": "cuda:0",
+  "ep": 70,
+  "val": {
+    "rocauc": 0.7392587693513621
+  },
+  "test": {
+    "rocauc": 0.7076787886981208
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gatv2_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_gatv2_fixed-rrog_T1_ns3_h128_e100_s2.json
new file mode 100644
index 0000000..f276429
--- /dev/null
+++ b/runs/ogbg-molhiv_gatv2_fixed-rrog_T1_ns3_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_gatv2_fixed-rrog_T1_ns3_h128_e100_s2",
+  "view": "gatv2",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 1272.1,
+  "dev": "cuda:0",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.7761641436409955
+  },
+  "test": {
+    "rocauc": 0.724479035902586
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s1.json
new file mode 100644
index 0000000..3b56de3
--- /dev/null
+++ b/runs/ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s1",
+  "view": "gcn",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 335.9,
+  "dev": "cuda:0",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.774963869292573
+  },
+  "test": {
+    "rocauc": 0.7313544100890322
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s2.json
new file mode 100644
index 0000000..465a3b3
--- /dev/null
+++ b/runs/ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s2",
+  "view": "gcn",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 336.6,
+  "dev": "cuda:0",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.7749179404271997
+  },
+  "test": {
+    "rocauc": 0.7569246219509841
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..ea60520
--- /dev/null
+++ b/runs/ogbg-molhiv_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_gcn_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gcn",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 506.8,
+  "dev": "cuda:0",
+  "ep": 60,
+  "val": {
+    "rocauc": 0.783344356261023
+  },
+  "test": {
+    "rocauc": 0.7447787713165569
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gcn_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_gcn_fixed-rrog_T1_ns3_h128_e100_s1.json
new file mode 100644
index 0000000..a731208
--- /dev/null
+++ b/runs/ogbg-molhiv_gcn_fixed-rrog_T1_ns3_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_gcn_fixed-rrog_T1_ns3_h128_e100_s1",
+  "view": "gcn",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 718.5,
+  "dev": "cuda:0",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.7912043160885752
+  },
+  "test": {
+    "rocauc": 0.7217501303617297
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gcn_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_gcn_fixed-rrog_T1_ns3_h128_e100_s2.json
new file mode 100644
index 0000000..c625a4c
--- /dev/null
+++ b/runs/ogbg-molhiv_gcn_fixed-rrog_T1_ns3_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_gcn_fixed-rrog_T1_ns3_h128_e100_s2",
+  "view": "gcn",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 727.8,
+  "dev": "cuda:0",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.7741386806780326
+  },
+  "test": {
+    "rocauc": 0.7494157863226405
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gen_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_gen_classic_T0_ns1_h128_e100_s1.json
new file mode 100644
index 0000000..6917858
--- /dev/null
+++ b/runs/ogbg-molhiv_gen_classic_T0_ns1_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_gen_classic_T0_ns1_h128_e100_s1",
+  "view": "gen",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 747.3,
+  "dev": "cuda:0",
+  "ep": 90,
+  "val": {
+    "rocauc": 0.7787851508916324
+  },
+  "test": {
+    "rocauc": 0.7435079858629947
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gen_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_gen_classic_T0_ns1_h128_e100_s2.json
new file mode 100644
index 0000000..7b0261b
--- /dev/null
+++ b/runs/ogbg-molhiv_gen_classic_T0_ns1_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_gen_classic_T0_ns1_h128_e100_s2",
+  "view": "gen",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 693.8,
+  "dev": "cuda:0",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.7559125759357241
+  },
+  "test": {
+    "rocauc": 0.7565596091079395
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gen_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_gen_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..520759b
--- /dev/null
+++ b/runs/ogbg-molhiv_gen_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_gen_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gen",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 658.9,
+  "dev": "cuda:0",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.77400548696845
+  },
+  "test": {
+    "rocauc": 0.7589563336487767
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gen_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_gen_fixed-rrog_T1_ns3_h128_e100_s1.json
new file mode 100644
index 0000000..533c8bf
--- /dev/null
+++ b/runs/ogbg-molhiv_gen_fixed-rrog_T1_ns3_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_gen_fixed-rrog_T1_ns3_h128_e100_s1",
+  "view": "gen",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 994.9,
+  "dev": "cuda:0",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.7575843866353126
+  },
+  "test": {
+    "rocauc": 0.7301454257517527
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gen_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_gen_fixed-rrog_T1_ns3_h128_e100_s2.json
new file mode 100644
index 0000000..ebb7a88
--- /dev/null
+++ b/runs/ogbg-molhiv_gen_fixed-rrog_T1_ns3_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_gen_fixed-rrog_T1_ns3_h128_e100_s2",
+  "view": "gen",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 989.1,
+  "dev": "cuda:0",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.7676060650597687
+  },
+  "test": {
+    "rocauc": 0.7570231174800596
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e100_s1.json
new file mode 100644
index 0000000..a3016cb
--- /dev/null
+++ b/runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_gin_classic_T0_ns1_h128_e100_s1",
+  "view": "gin",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 648.9,
+  "dev": "cuda:0",
+  "ep": 80,
+  "val": {
+    "rocauc": 0.7888619439545366
+  },
+  "test": {
+    "rocauc": 0.7680604105911663
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e100_s2.json
new file mode 100644
index 0000000..1441a04
--- /dev/null
+++ b/runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_gin_classic_T0_ns1_h128_e100_s2",
+  "view": "gin",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 634.3,
+  "dev": "cuda:0",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.8099769743288261
+  },
+  "test": {
+    "rocauc": 0.7394638753162479
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gin_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_gin_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..a5da14d
--- /dev/null
+++ b/runs/ogbg-molhiv_gin_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_gin_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gin",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 622.0,
+  "dev": "cuda:0",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.7710048010973936
+  },
+  "test": {
+    "rocauc": 0.7667761061434172
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gin_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_gin_fixed-rrog_T1_ns3_h128_e100_s1.json
new file mode 100644
index 0000000..fe35c37
--- /dev/null
+++ b/runs/ogbg-molhiv_gin_fixed-rrog_T1_ns3_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_gin_fixed-rrog_T1_ns3_h128_e100_s1",
+  "view": "gin",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 880.4,
+  "dev": "cuda:0",
+  "ep": 90,
+  "val": {
+    "rocauc": 0.7900285371350186
+  },
+  "test": {
+    "rocauc": 0.7325170435890999
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gin_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_gin_fixed-rrog_T1_ns3_h128_e100_s2.json
new file mode 100644
index 0000000..b9cba39
--- /dev/null
+++ b/runs/ogbg-molhiv_gin_fixed-rrog_T1_ns3_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_gin_fixed-rrog_T1_ns3_h128_e100_s2",
+  "view": "gin",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 899.5,
+  "dev": "cuda:0",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.7518616500097983
+  },
+  "test": {
+    "rocauc": 0.7650823693002955
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gine_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_gine_classic_T0_ns1_h128_e100_s1.json
new file mode 100644
index 0000000..d88283d
--- /dev/null
+++ b/runs/ogbg-molhiv_gine_classic_T0_ns1_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_gine_classic_T0_ns1_h128_e100_s1",
+  "view": "gine",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 658.5,
+  "dev": "cuda:0",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.763098912404468
+  },
+  "test": {
+    "rocauc": 0.7342204368566407
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gine_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_gine_classic_T0_ns1_h128_e100_s2.json
new file mode 100644
index 0000000..9f1f6de
--- /dev/null
+++ b/runs/ogbg-molhiv_gine_classic_T0_ns1_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_gine_classic_T0_ns1_h128_e100_s2",
+  "view": "gine",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 656.1,
+  "dev": "cuda:0",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.7786351165980796
+  },
+  "test": {
+    "rocauc": 0.7729069700071457
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gine_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_gine_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..6bfee5b
--- /dev/null
+++ b/runs/ogbg-molhiv_gine_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_gine_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gine",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 627.5,
+  "dev": "cuda:0",
+  "ep": 80,
+  "val": {
+    "rocauc": 0.7489589457182049
+  },
+  "test": {
+    "rocauc": 0.7375634909905561
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gine_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_gine_fixed-rrog_T1_ns3_h128_e100_s1.json
new file mode 100644
index 0000000..3f9fb8a
--- /dev/null
+++ b/runs/ogbg-molhiv_gine_fixed-rrog_T1_ns3_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_gine_fixed-rrog_T1_ns3_h128_e100_s1",
+  "view": "gine",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 889.7,
+  "dev": "cuda:0",
+  "ep": 80,
+  "val": {
+    "rocauc": 0.7576823682147755
+  },
+  "test": {
+    "rocauc": 0.7671121497132043
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gine_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_gine_fixed-rrog_T1_ns3_h128_e100_s2.json
new file mode 100644
index 0000000..2c42092
--- /dev/null
+++ b/runs/ogbg-molhiv_gine_fixed-rrog_T1_ns3_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_gine_fixed-rrog_T1_ns3_h128_e100_s2",
+  "view": "gine",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 904.4,
+  "dev": "cuda:0",
+  "ep": 80,
+  "val": {
+    "rocauc": 0.7872697432882618
+  },
+  "test": {
+    "rocauc": 0.7010158558488964
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_graphconv_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_graphconv_classic_T0_ns1_h128_e100_s1.json
new file mode 100644
index 0000000..d2362dd
--- /dev/null
+++ b/runs/ogbg-molhiv_graphconv_classic_T0_ns1_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_graphconv_classic_T0_ns1_h128_e100_s1",
+  "view": "graphconv",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 354.5,
+  "dev": "cuda:0",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.7911185822065452
+  },
+  "test": {
+    "rocauc": 0.7552501979567006
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_graphconv_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_graphconv_classic_T0_ns1_h128_e100_s2.json
new file mode 100644
index 0000000..c49b184
--- /dev/null
+++ b/runs/ogbg-molhiv_graphconv_classic_T0_ns1_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_graphconv_classic_T0_ns1_h128_e100_s2",
+  "view": "graphconv",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 386.2,
+  "dev": "cuda:0",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.7350884283754655
+  },
+  "test": {
+    "rocauc": 0.7330423530775024
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..9cf349f
--- /dev/null
+++ b/runs/ogbg-molhiv_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_graphconv_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "graphconv",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 614.9,
+  "dev": "cuda:0",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.7816847932588673
+  },
+  "test": {
+    "rocauc": 0.7492632148168176
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_graphconv_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_graphconv_fixed-rrog_T1_ns3_h128_e100_s1.json
new file mode 100644
index 0000000..ae03725
--- /dev/null
+++ b/runs/ogbg-molhiv_graphconv_fixed-rrog_T1_ns3_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_graphconv_fixed-rrog_T1_ns3_h128_e100_s1",
+  "view": "graphconv",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 813.7,
+  "dev": "cuda:0",
+  "ep": 80,
+  "val": {
+    "rocauc": 0.7784422153635117
+  },
+  "test": {
+    "rocauc": 0.7098244462040595
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_graphconv_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_graphconv_fixed-rrog_T1_ns3_h128_e100_s2.json
new file mode 100644
index 0000000..a338cbd
--- /dev/null
+++ b/runs/ogbg-molhiv_graphconv_fixed-rrog_T1_ns3_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_graphconv_fixed-rrog_T1_ns3_h128_e100_s2",
+  "view": "graphconv",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 812.9,
+  "dev": "cuda:0",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.7665068342151675
+  },
+  "test": {
+    "rocauc": 0.7325112497344484
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_graphsage_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_graphsage_classic_T0_ns1_h128_e100_s1.json
new file mode 100644
index 0000000..43bf748
--- /dev/null
+++ b/runs/ogbg-molhiv_graphsage_classic_T0_ns1_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_graphsage_classic_T0_ns1_h128_e100_s1",
+  "view": "graphsage",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 326.7,
+  "dev": "cuda:0",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.7860541593180482
+  },
+  "test": {
+    "rocauc": 0.7280480503679099
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_graphsage_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_graphsage_classic_T0_ns1_h128_e100_s2.json
new file mode 100644
index 0000000..9ccf7e4
--- /dev/null
+++ b/runs/ogbg-molhiv_graphsage_classic_T0_ns1_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_graphsage_classic_T0_ns1_h128_e100_s2",
+  "view": "graphsage",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 321.7,
+  "dev": "cuda:0",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.7765070791691162
+  },
+  "test": {
+    "rocauc": 0.7610942660151799
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..3f9f5d9
--- /dev/null
+++ b/runs/ogbg-molhiv_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_graphsage_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "graphsage",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 545.5,
+  "dev": "cuda:0",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.7893457280031354
+  },
+  "test": {
+    "rocauc": 0.7632959307827497
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_graphsage_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_graphsage_fixed-rrog_T1_ns3_h128_e100_s1.json
new file mode 100644
index 0000000..f8b906b
--- /dev/null
+++ b/runs/ogbg-molhiv_graphsage_fixed-rrog_T1_ns3_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_graphsage_fixed-rrog_T1_ns3_h128_e100_s1",
+  "view": "graphsage",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 839.5,
+  "dev": "cuda:0",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.7888068293160886
+  },
+  "test": {
+    "rocauc": 0.709044207110991
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_graphsage_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_graphsage_fixed-rrog_T1_ns3_h128_e100_s2.json
new file mode 100644
index 0000000..c0bc09c
--- /dev/null
+++ b/runs/ogbg-molhiv_graphsage_fixed-rrog_T1_ns3_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_graphsage_fixed-rrog_T1_ns3_h128_e100_s2",
+  "view": "graphsage",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 824.9,
+  "dev": "cuda:0",
+  "ep": 70,
+  "val": {
+    "rocauc": 0.7798445767195766
+  },
+  "test": {
+    "rocauc": 0.7146430019892235
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_mf_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_mf_classic_T0_ns1_h128_e100_s1.json
new file mode 100644
index 0000000..45239b6
--- /dev/null
+++ b/runs/ogbg-molhiv_mf_classic_T0_ns1_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_mf_classic_T0_ns1_h128_e100_s1",
+  "view": "mf",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 1549.6,
+  "dev": "cuda:0",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.757284318048207
+  },
+  "test": {
+    "rocauc": 0.7282353850016416
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_mf_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_mf_classic_T0_ns1_h128_e100_s2.json
new file mode 100644
index 0000000..0a54ab0
--- /dev/null
+++ b/runs/ogbg-molhiv_mf_classic_T0_ns1_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_mf_classic_T0_ns1_h128_e100_s2",
+  "view": "mf",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 1696.8,
+  "dev": "cuda:0",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.7735645698608662
+  },
+  "test": {
+    "rocauc": 0.769927963073833
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_mf_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_mf_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..a4a8bc9
--- /dev/null
+++ b/runs/ogbg-molhiv_mf_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_mf_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "mf",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 1416.9,
+  "dev": "cuda:0",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.7754017244757985
+  },
+  "test": {
+    "rocauc": 0.7114583132157826
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_mf_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_mf_fixed-rrog_T1_ns3_h128_e100_s1.json
new file mode 100644
index 0000000..e0f745e
--- /dev/null
+++ b/runs/ogbg-molhiv_mf_fixed-rrog_T1_ns3_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_mf_fixed-rrog_T1_ns3_h128_e100_s1",
+  "view": "mf",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 1730.2,
+  "dev": "cuda:0",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.796195252792475
+  },
+  "test": {
+    "rocauc": 0.7153228142683327
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_mf_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_mf_fixed-rrog_T1_ns3_h128_e100_s2.json
new file mode 100644
index 0000000..bbce3ca
--- /dev/null
+++ b/runs/ogbg-molhiv_mf_fixed-rrog_T1_ns3_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_mf_fixed-rrog_T1_ns3_h128_e100_s2",
+  "view": "mf",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 1742.8,
+  "dev": "cuda:0",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.7763417352537723
+  },
+  "test": {
+    "rocauc": 0.7111811738349525
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_pna_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_pna_classic_T0_ns1_h128_e100_s1.json
new file mode 100644
index 0000000..2918d26
--- /dev/null
+++ b/runs/ogbg-molhiv_pna_classic_T0_ns1_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_pna_classic_T0_ns1_h128_e100_s1",
+  "view": "pna",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 1188.6,
+  "dev": "cuda:0",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.7983079805996471
+  },
+  "test": {
+    "rocauc": 0.7485834025377083
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_pna_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_pna_classic_T0_ns1_h128_e100_s2.json
new file mode 100644
index 0000000..8ad1de4
--- /dev/null
+++ b/runs/ogbg-molhiv_pna_classic_T0_ns1_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_pna_classic_T0_ns1_h128_e100_s2",
+  "view": "pna",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 1211.3,
+  "dev": "cuda:0",
+  "ep": 70,
+  "val": {
+    "rocauc": 0.8066731579463061
+  },
+  "test": {
+    "rocauc": 0.7427663724676027
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_pna_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_pna_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..d37c7d3
--- /dev/null
+++ b/runs/ogbg-molhiv_pna_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_pna_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "pna",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 906.5,
+  "dev": "cuda:0",
+  "ep": 60,
+  "val": {
+    "rocauc": 0.8096554722712129
+  },
+  "test": {
+    "rocauc": 0.7601633867011722
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_pna_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_pna_fixed-rrog_T1_ns3_h128_e100_s1.json
new file mode 100644
index 0000000..e5b3dd1
--- /dev/null
+++ b/runs/ogbg-molhiv_pna_fixed-rrog_T1_ns3_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_pna_fixed-rrog_T1_ns3_h128_e100_s1",
+  "view": "pna",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 1459.2,
+  "dev": "cuda:0",
+  "ep": 70,
+  "val": {
+    "rocauc": 0.8510281941994904
+  },
+  "test": {
+    "rocauc": 0.7524633538693293
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_pna_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_pna_fixed-rrog_T1_ns3_h128_e100_s2.json
new file mode 100644
index 0000000..19f20d0
--- /dev/null
+++ b/runs/ogbg-molhiv_pna_fixed-rrog_T1_ns3_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_pna_fixed-rrog_T1_ns3_h128_e100_s2",
+  "view": "pna",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 1461.8,
+  "dev": "cuda:0",
+  "ep": 80,
+  "val": {
+    "rocauc": 0.7816358024691358
+  },
+  "test": {
+    "rocauc": 0.7382085401417564
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_resgated_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_resgated_classic_T0_ns1_h128_e100_s1.json
new file mode 100644
index 0000000..260a7dc
--- /dev/null
+++ b/runs/ogbg-molhiv_resgated_classic_T0_ns1_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_resgated_classic_T0_ns1_h128_e100_s1",
+  "view": "resgated",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 749.6,
+  "dev": "cuda:0",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.7860449735449736
+  },
+  "test": {
+    "rocauc": 0.715921512582321
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_resgated_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_resgated_classic_T0_ns1_h128_e100_s2.json
new file mode 100644
index 0000000..2bc4a4f
--- /dev/null
+++ b/runs/ogbg-molhiv_resgated_classic_T0_ns1_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_resgated_classic_T0_ns1_h128_e100_s2",
+  "view": "resgated",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 782.8,
+  "dev": "cuda:0",
+  "ep": 10,
+  "val": {
+    "rocauc": 0.7885404418969234
+  },
+  "test": {
+    "rocauc": 0.7547480638869041
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..73a87a9
--- /dev/null
+++ b/runs/ogbg-molhiv_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_resgated_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "resgated",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 712.4,
+  "dev": "cuda:0",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.7922576180678031
+  },
+  "test": {
+    "rocauc": 0.7226559029722475
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_resgated_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_resgated_fixed-rrog_T1_ns3_h128_e100_s1.json
new file mode 100644
index 0000000..b31ca8b
--- /dev/null
+++ b/runs/ogbg-molhiv_resgated_fixed-rrog_T1_ns3_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_resgated_fixed-rrog_T1_ns3_h128_e100_s1",
+  "view": "resgated",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 1027.0,
+  "dev": "cuda:0",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.8151638741916519
+  },
+  "test": {
+    "rocauc": 0.7581278124336122
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_resgated_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_resgated_fixed-rrog_T1_ns3_h128_e100_s2.json
new file mode 100644
index 0000000..aabf825
--- /dev/null
+++ b/runs/ogbg-molhiv_resgated_fixed-rrog_T1_ns3_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_resgated_fixed-rrog_T1_ns3_h128_e100_s2",
+  "view": "resgated",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 1026.6,
+  "dev": "cuda:0",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.7987029688418578
+  },
+  "test": {
+    "rocauc": 0.7339867513856969
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_sgc_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_sgc_classic_T0_ns1_h128_e100_s1.json
new file mode 100644
index 0000000..0375109
--- /dev/null
+++ b/runs/ogbg-molhiv_sgc_classic_T0_ns1_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_sgc_classic_T0_ns1_h128_e100_s1",
+  "view": "sgc",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 367.1,
+  "dev": "cuda:0",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.7691676464824613
+  },
+  "test": {
+    "rocauc": 0.7100407501110487
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_sgc_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_sgc_classic_T0_ns1_h128_e100_s2.json
new file mode 100644
index 0000000..c8af7ef
--- /dev/null
+++ b/runs/ogbg-molhiv_sgc_classic_T0_ns1_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_sgc_classic_T0_ns1_h128_e100_s2",
+  "view": "sgc",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 366.8,
+  "dev": "cuda:0",
+  "ep": 80,
+  "val": {
+    "rocauc": 0.7927750832843425
+  },
+  "test": {
+    "rocauc": 0.6994457212383398
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..6113561
--- /dev/null
+++ b/runs/ogbg-molhiv_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_sgc_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "sgc",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 524.9,
+  "dev": "cuda:0",
+  "ep": 80,
+  "val": {
+    "rocauc": 0.7659097589653145
+  },
+  "test": {
+    "rocauc": 0.7135769327333474
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_sgc_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_sgc_fixed-rrog_T1_ns3_h128_e100_s1.json
new file mode 100644
index 0000000..de5740d
--- /dev/null
+++ b/runs/ogbg-molhiv_sgc_fixed-rrog_T1_ns3_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_sgc_fixed-rrog_T1_ns3_h128_e100_s1",
+  "view": "sgc",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 669.2,
+  "dev": "cuda:0",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.7603952331961592
+  },
+  "test": {
+    "rocauc": 0.675208095946233
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_sgc_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_sgc_fixed-rrog_T1_ns3_h128_e100_s2.json
new file mode 100644
index 0000000..51be4d8
--- /dev/null
+++ b/runs/ogbg-molhiv_sgc_fixed-rrog_T1_ns3_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_sgc_fixed-rrog_T1_ns3_h128_e100_s2",
+  "view": "sgc",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 763.4,
+  "dev": "cuda:0",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.7665741965510485
+  },
+  "test": {
+    "rocauc": 0.7427122964908555
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_tag_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_tag_classic_T0_ns1_h128_e100_s1.json
new file mode 100644
index 0000000..bf5a55b
--- /dev/null
+++ b/runs/ogbg-molhiv_tag_classic_T0_ns1_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_tag_classic_T0_ns1_h128_e100_s1",
+  "view": "tag",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 616.8,
+  "dev": "cuda:0",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.7339157113462669
+  },
+  "test": {
+    "rocauc": 0.7487765310260917
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_tag_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_tag_classic_T0_ns1_h128_e100_s2.json
new file mode 100644
index 0000000..b9406c3
--- /dev/null
+++ b/runs/ogbg-molhiv_tag_classic_T0_ns1_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_tag_classic_T0_ns1_h128_e100_s2",
+  "view": "tag",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 658.9,
+  "dev": "cuda:0",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.7595807613168722
+  },
+  "test": {
+    "rocauc": 0.7552386102473976
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_tag_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_tag_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..ea17c1a
--- /dev/null
+++ b/runs/ogbg-molhiv_tag_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_tag_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "tag",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 646.4,
+  "dev": "cuda:0",
+  "ep": 90,
+  "val": {
+    "rocauc": 0.7717029198510681
+  },
+  "test": {
+    "rocauc": 0.7181154522103554
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_tag_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_tag_fixed-rrog_T1_ns3_h128_e100_s1.json
new file mode 100644
index 0000000..e132ac4
--- /dev/null
+++ b/runs/ogbg-molhiv_tag_fixed-rrog_T1_ns3_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_tag_fixed-rrog_T1_ns3_h128_e100_s1",
+  "view": "tag",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 884.1,
+  "dev": "cuda:0",
+  "ep": 60,
+  "val": {
+    "rocauc": 0.7412612678816383
+  },
+  "test": {
+    "rocauc": 0.7289634794028468
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_tag_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_tag_fixed-rrog_T1_ns3_h128_e100_s2.json
new file mode 100644
index 0000000..aad79c1
--- /dev/null
+++ b/runs/ogbg-molhiv_tag_fixed-rrog_T1_ns3_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_tag_fixed-rrog_T1_ns3_h128_e100_s2",
+  "view": "tag",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 952.1,
+  "dev": "cuda:0",
+  "ep": 70,
+  "val": {
+    "rocauc": 0.753107853223594
+  },
+  "test": {
+    "rocauc": 0.7545375538345662
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_transformer_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_transformer_classic_T0_ns1_h128_e100_s1.json
new file mode 100644
index 0000000..4d0b540
--- /dev/null
+++ b/runs/ogbg-molhiv_transformer_classic_T0_ns1_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_transformer_classic_T0_ns1_h128_e100_s1",
+  "view": "transformer",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 917.2,
+  "dev": "cuda:0",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.7767152900254751
+  },
+  "test": {
+    "rocauc": 0.7883891152783947
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_transformer_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_transformer_classic_T0_ns1_h128_e100_s2.json
new file mode 100644
index 0000000..84cf314
--- /dev/null
+++ b/runs/ogbg-molhiv_transformer_classic_T0_ns1_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_transformer_classic_T0_ns1_h128_e100_s2",
+  "view": "transformer",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 927.8,
+  "dev": "cuda:0",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.7618435234175974
+  },
+  "test": {
+    "rocauc": 0.7711736418239055
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..9fcb322
--- /dev/null
+++ b/runs/ogbg-molhiv_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_transformer_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "transformer",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 883.0,
+  "dev": "cuda:0",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.7838158926121889
+  },
+  "test": {
+    "rocauc": 0.7647501883002762
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_transformer_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_transformer_fixed-rrog_T1_ns3_h128_e100_s1.json
new file mode 100644
index 0000000..4961b21
--- /dev/null
+++ b/runs/ogbg-molhiv_transformer_fixed-rrog_T1_ns3_h128_e100_s1.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_transformer_fixed-rrog_T1_ns3_h128_e100_s1",
+  "view": "transformer",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 1,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 1165.4,
+  "dev": "cuda:0",
+  "ep": 70,
+  "val": {
+    "rocauc": 0.7651320301783265
+  },
+  "test": {
+    "rocauc": 0.749757623747079
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_transformer_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_transformer_fixed-rrog_T1_ns3_h128_e100_s2.json
new file mode 100644
index 0000000..1bb42aa
--- /dev/null
+++ b/runs/ogbg-molhiv_transformer_fixed-rrog_T1_ns3_h128_e100_s2.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_transformer_fixed-rrog_T1_ns3_h128_e100_s2",
+  "view": "transformer",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 2,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:0",
+  "metric": "rocauc",
+  "sec": 1182.1,
+  "dev": "cuda:0",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.8043399715853421
+  },
+  "test": {
+    "rocauc": 0.7765908959230575
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_appnp_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_appnp_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..76b378b
--- /dev/null
+++ b/runs/ogbg-mollipo_appnp_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_appnp_classic_T0_ns1_h128_e100_s0",
+  "view": "appnp",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 43.5,
+  "dev": "cuda:1",
+  "ep": 100,
+  "val": {
+    "rmse": 0.9014809727668762
+  },
+  "test": {
+    "rmse": 0.9070075154304504
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..b9f9086
--- /dev/null
+++ b/runs/ogbg-mollipo_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_appnp_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "appnp",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 63.2,
+  "dev": "cuda:1",
+  "ep": 70,
+  "val": {
+    "rmse": 0.8392646908760071
+  },
+  "test": {
+    "rmse": 0.9173930287361145
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_arma_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_arma_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..dac8f21
--- /dev/null
+++ b/runs/ogbg-mollipo_arma_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_arma_classic_T0_ns1_h128_e100_s0",
+  "view": "arma",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 67.1,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rmse": 0.7324715852737427
+  },
+  "test": {
+    "rmse": 0.7294970750808716
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_arma_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_arma_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..b2c75d3
--- /dev/null
+++ b/runs/ogbg-mollipo_arma_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_arma_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "arma",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 98.7,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rmse": 0.7172609567642212
+  },
+  "test": {
+    "rmse": 0.7547623515129089
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_cheb_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_cheb_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..fbbe6be
--- /dev/null
+++ b/runs/ogbg-mollipo_cheb_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_cheb_classic_T0_ns1_h128_e100_s0",
+  "view": "cheb",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 41.9,
+  "dev": "cuda:1",
+  "ep": 90,
+  "val": {
+    "rmse": 0.7188113927841187
+  },
+  "test": {
+    "rmse": 0.7179734706878662
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..5eba1b4
--- /dev/null
+++ b/runs/ogbg-mollipo_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_cheb_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "cheb",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 66.9,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rmse": 0.6990480422973633
+  },
+  "test": {
+    "rmse": 0.7132058143615723
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_film_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_film_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..1488ae4
--- /dev/null
+++ b/runs/ogbg-mollipo_film_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_film_classic_T0_ns1_h128_e100_s0",
+  "view": "film",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 52.4,
+  "dev": "cuda:1",
+  "ep": 100,
+  "val": {
+    "rmse": 0.7620365619659424
+  },
+  "test": {
+    "rmse": 0.7370873689651489
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_film_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_film_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..8cf3938
--- /dev/null
+++ b/runs/ogbg-mollipo_film_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_film_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "film",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 85.7,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rmse": 0.8122015595436096
+  },
+  "test": {
+    "rmse": 0.7353013753890991
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_gatv2_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_gatv2_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..a1373e9
--- /dev/null
+++ b/runs/ogbg-mollipo_gatv2_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_gatv2_classic_T0_ns1_h128_e100_s0",
+  "view": "gatv2",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 70.6,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rmse": 0.6864758729934692
+  },
+  "test": {
+    "rmse": 0.7307590842247009
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..14353de
--- /dev/null
+++ b/runs/ogbg-mollipo_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_gatv2_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gatv2",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 115.7,
+  "dev": "cuda:1",
+  "ep": 90,
+  "val": {
+    "rmse": 0.7079874277114868
+  },
+  "test": {
+    "rmse": 0.733400285243988
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_gcn_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_gcn_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..a639220
--- /dev/null
+++ b/runs/ogbg-mollipo_gcn_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_gcn_classic_T0_ns1_h128_e100_s0",
+  "view": "gcn",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 32.4,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rmse": 0.7378985285758972
+  },
+  "test": {
+    "rmse": 0.782814621925354
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..625b0a6
--- /dev/null
+++ b/runs/ogbg-mollipo_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_gcn_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gcn",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 46.3,
+  "dev": "cuda:1",
+  "ep": 60,
+  "val": {
+    "rmse": 0.773021936416626
+  },
+  "test": {
+    "rmse": 0.7758824825286865
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_gen_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_gen_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..8f45cbc
--- /dev/null
+++ b/runs/ogbg-mollipo_gen_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_gen_classic_T0_ns1_h128_e100_s0",
+  "view": "gen",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 60.8,
+  "dev": "cuda:1",
+  "ep": 70,
+  "val": {
+    "rmse": 0.7046297788619995
+  },
+  "test": {
+    "rmse": 0.7378753423690796
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_gen_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_gen_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..bb1fc48
--- /dev/null
+++ b/runs/ogbg-mollipo_gen_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_gen_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gen",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 77.5,
+  "dev": "cuda:1",
+  "ep": 90,
+  "val": {
+    "rmse": 0.6594089865684509
+  },
+  "test": {
+    "rmse": 0.7455868124961853
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_gin_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_gin_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..254e616
--- /dev/null
+++ b/runs/ogbg-mollipo_gin_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_gin_classic_T0_ns1_h128_e100_s0",
+  "view": "gin",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 56.5,
+  "dev": "cuda:1",
+  "ep": 70,
+  "val": {
+    "rmse": 0.6853910684585571
+  },
+  "test": {
+    "rmse": 0.7389819622039795
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_gin_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_gin_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..b09bc85
--- /dev/null
+++ b/runs/ogbg-mollipo_gin_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_gin_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gin",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 72.8,
+  "dev": "cuda:1",
+  "ep": 100,
+  "val": {
+    "rmse": 0.6748515367507935
+  },
+  "test": {
+    "rmse": 0.7072575688362122
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_gine_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_gine_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..91316a4
--- /dev/null
+++ b/runs/ogbg-mollipo_gine_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_gine_classic_T0_ns1_h128_e100_s0",
+  "view": "gine",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 63.4,
+  "dev": "cuda:1",
+  "ep": 100,
+  "val": {
+    "rmse": 0.6614735722541809
+  },
+  "test": {
+    "rmse": 0.7341321706771851
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_gine_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_gine_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..47fb60b
--- /dev/null
+++ b/runs/ogbg-mollipo_gine_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_gine_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gine",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 74.6,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rmse": 0.7167647480964661
+  },
+  "test": {
+    "rmse": 0.731584906578064
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_graphconv_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_graphconv_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..3056f46
--- /dev/null
+++ b/runs/ogbg-mollipo_graphconv_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_graphconv_classic_T0_ns1_h128_e100_s0",
+  "view": "graphconv",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 42.0,
+  "dev": "cuda:1",
+  "ep": 100,
+  "val": {
+    "rmse": 0.7177638411521912
+  },
+  "test": {
+    "rmse": 0.729673445224762
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..8691e5a
--- /dev/null
+++ b/runs/ogbg-mollipo_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_graphconv_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "graphconv",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 79.8,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rmse": 0.737244188785553
+  },
+  "test": {
+    "rmse": 0.7395755052566528
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_graphsage_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_graphsage_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..4ccb844
--- /dev/null
+++ b/runs/ogbg-mollipo_graphsage_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_graphsage_classic_T0_ns1_h128_e100_s0",
+  "view": "graphsage",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 41.2,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rmse": 0.7239025831222534
+  },
+  "test": {
+    "rmse": 0.7783035635948181
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..3c63ef7
--- /dev/null
+++ b/runs/ogbg-mollipo_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_graphsage_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "graphsage",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 66.9,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rmse": 0.718391478061676
+  },
+  "test": {
+    "rmse": 0.7720211148262024
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_mf_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_mf_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..ad2b2d7
--- /dev/null
+++ b/runs/ogbg-mollipo_mf_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_mf_classic_T0_ns1_h128_e100_s0",
+  "view": "mf",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 113.2,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rmse": 0.712922215461731
+  },
+  "test": {
+    "rmse": 0.7404878735542297
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_mf_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_mf_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..a781542
--- /dev/null
+++ b/runs/ogbg-mollipo_mf_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_mf_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "mf",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 129.1,
+  "dev": "cuda:1",
+  "ep": 100,
+  "val": {
+    "rmse": 0.7049701809883118
+  },
+  "test": {
+    "rmse": 0.710095226764679
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_pna_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_pna_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..ec34057
--- /dev/null
+++ b/runs/ogbg-mollipo_pna_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_pna_classic_T0_ns1_h128_e100_s0",
+  "view": "pna",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 92.1,
+  "dev": "cuda:1",
+  "ep": 70,
+  "val": {
+    "rmse": 0.7179175019264221
+  },
+  "test": {
+    "rmse": 0.7749425172805786
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_pna_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_pna_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..7173b7c
--- /dev/null
+++ b/runs/ogbg-mollipo_pna_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_pna_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "pna",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 108.3,
+  "dev": "cuda:1",
+  "ep": 90,
+  "val": {
+    "rmse": 0.7465738654136658
+  },
+  "test": {
+    "rmse": 0.7908006310462952
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_resgated_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_resgated_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..5493265
--- /dev/null
+++ b/runs/ogbg-mollipo_resgated_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_resgated_classic_T0_ns1_h128_e100_s0",
+  "view": "resgated",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 72.5,
+  "dev": "cuda:1",
+  "ep": 70,
+  "val": {
+    "rmse": 0.6720540523529053
+  },
+  "test": {
+    "rmse": 0.7270413041114807
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..27e4416
--- /dev/null
+++ b/runs/ogbg-mollipo_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_resgated_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "resgated",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 86.6,
+  "dev": "cuda:1",
+  "ep": 70,
+  "val": {
+    "rmse": 0.6766338348388672
+  },
+  "test": {
+    "rmse": 0.7144215703010559
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_sgc_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_sgc_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..4c4c616
--- /dev/null
+++ b/runs/ogbg-mollipo_sgc_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_sgc_classic_T0_ns1_h128_e100_s0",
+  "view": "sgc",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 34.6,
+  "dev": "cuda:1",
+  "ep": 70,
+  "val": {
+    "rmse": 0.750457763671875
+  },
+  "test": {
+    "rmse": 0.817555844783783
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..1648b69
--- /dev/null
+++ b/runs/ogbg-mollipo_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_sgc_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "sgc",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 72.1,
+  "dev": "cuda:1",
+  "ep": 90,
+  "val": {
+    "rmse": 0.7536844611167908
+  },
+  "test": {
+    "rmse": 0.7490182518959045
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_tag_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_tag_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..90c373d
--- /dev/null
+++ b/runs/ogbg-mollipo_tag_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_tag_classic_T0_ns1_h128_e100_s0",
+  "view": "tag",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 43.9,
+  "dev": "cuda:1",
+  "ep": 90,
+  "val": {
+    "rmse": 0.6691507697105408
+  },
+  "test": {
+    "rmse": 0.7226714491844177
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_tag_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_tag_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..711ec49
--- /dev/null
+++ b/runs/ogbg-mollipo_tag_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_tag_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "tag",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 86.6,
+  "dev": "cuda:1",
+  "ep": 90,
+  "val": {
+    "rmse": 0.6743124723434448
+  },
+  "test": {
+    "rmse": 0.7200686931610107
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_transformer_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_transformer_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..ece8648
--- /dev/null
+++ b/runs/ogbg-mollipo_transformer_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_transformer_classic_T0_ns1_h128_e100_s0",
+  "view": "transformer",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 78.7,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rmse": 0.6809519529342651
+  },
+  "test": {
+    "rmse": 0.7346181273460388
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-mollipo_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..6d1cd1f
--- /dev/null
+++ b/runs/ogbg-mollipo_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-mollipo",
+  "tag": "ogbg-mollipo_transformer_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "transformer",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rmse",
+  "sec": 74.7,
+  "dev": "cuda:1",
+  "ep": 90,
+  "val": {
+    "rmse": 0.6688172817230225
+  },
+  "test": {
+    "rmse": 0.7396050095558167
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_appnp_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_appnp_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..368fdba
--- /dev/null
+++ b/runs/ogbg-molsider_appnp_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_appnp_classic_T0_ns1_h128_e100_s0",
+  "view": "appnp",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 14.7,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rocauc": 0.5886184927786781
+  },
+  "test": {
+    "rocauc": 0.6003864841212386
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..bfcac49
--- /dev/null
+++ b/runs/ogbg-molsider_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_appnp_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "appnp",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 18.6,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.5937589012949048
+  },
+  "test": {
+    "rocauc": 0.5905116380584287
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_arma_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_arma_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..082b9ed
--- /dev/null
+++ b/runs/ogbg-molsider_arma_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_arma_classic_T0_ns1_h128_e100_s0",
+  "view": "arma",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 16.0,
+  "dev": "cuda:1",
+  "ep": 70,
+  "val": {
+    "rocauc": 0.627268343131736
+  },
+  "test": {
+    "rocauc": 0.6158698228431547
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_arma_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_arma_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..8ba623d
--- /dev/null
+++ b/runs/ogbg-molsider_arma_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_arma_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "arma",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 27.1,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rocauc": 0.634361816858312
+  },
+  "test": {
+    "rocauc": 0.6140829013811058
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_cheb_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_cheb_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..ff70dc1
--- /dev/null
+++ b/runs/ogbg-molsider_cheb_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_cheb_classic_T0_ns1_h128_e100_s0",
+  "view": "cheb",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 14.1,
+  "dev": "cuda:1",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.6237482002412537
+  },
+  "test": {
+    "rocauc": 0.6033376509930031
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..9f33571
--- /dev/null
+++ b/runs/ogbg-molsider_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_cheb_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "cheb",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 18.3,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.626299014853098
+  },
+  "test": {
+    "rocauc": 0.609583177772403
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_film_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_film_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..710fa5c
--- /dev/null
+++ b/runs/ogbg-molsider_film_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_film_classic_T0_ns1_h128_e100_s0",
+  "view": "film",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 12.6,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.6024369569728498
+  },
+  "test": {
+    "rocauc": 0.5898473664808705
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_film_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_film_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..3354a5b
--- /dev/null
+++ b/runs/ogbg-molsider_film_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_film_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "film",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 23.5,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rocauc": 0.5862480936504801
+  },
+  "test": {
+    "rocauc": 0.5974246609585021
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_gatv2_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_gatv2_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..ddbf7c3
--- /dev/null
+++ b/runs/ogbg-molsider_gatv2_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_gatv2_classic_T0_ns1_h128_e100_s0",
+  "view": "gatv2",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 21.3,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.6071193037623003
+  },
+  "test": {
+    "rocauc": 0.6013146804327355
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..260596d
--- /dev/null
+++ b/runs/ogbg-molsider_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_gatv2_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gatv2",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 35.6,
+  "dev": "cuda:1",
+  "ep": 70,
+  "val": {
+    "rocauc": 0.6462276348941932
+  },
+  "test": {
+    "rocauc": 0.6000090607166413
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_gcn_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_gcn_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..6c59b26
--- /dev/null
+++ b/runs/ogbg-molsider_gcn_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_gcn_classic_T0_ns1_h128_e100_s0",
+  "view": "gcn",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 11.7,
+  "dev": "cuda:1",
+  "ep": 60,
+  "val": {
+    "rocauc": 0.6292912980815916
+  },
+  "test": {
+    "rocauc": 0.6086409341357526
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..8d3e9b4
--- /dev/null
+++ b/runs/ogbg-molsider_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_gcn_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gcn",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 22.4,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.6255728102145075
+  },
+  "test": {
+    "rocauc": 0.6117391432513807
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_gen_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_gen_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..12ae0cb
--- /dev/null
+++ b/runs/ogbg-molsider_gen_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_gen_classic_T0_ns1_h128_e100_s0",
+  "view": "gen",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 15.4,
+  "dev": "cuda:1",
+  "ep": 60,
+  "val": {
+    "rocauc": 0.6519400080762945
+  },
+  "test": {
+    "rocauc": 0.5853709823208472
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_gen_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_gen_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..72b6125
--- /dev/null
+++ b/runs/ogbg-molsider_gen_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_gen_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gen",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 21.6,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.634456224198147
+  },
+  "test": {
+    "rocauc": 0.6052572461025753
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_gin_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_gin_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..b981888
--- /dev/null
+++ b/runs/ogbg-molsider_gin_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_gin_classic_T0_ns1_h128_e100_s0",
+  "view": "gin",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 19.4,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.6225119550298882
+  },
+  "test": {
+    "rocauc": 0.5748427490288601
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_gin_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_gin_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..467f5eb
--- /dev/null
+++ b/runs/ogbg-molsider_gin_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_gin_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gin",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 27.3,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.6046415841313262
+  },
+  "test": {
+    "rocauc": 0.6022262654061706
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_gine_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_gine_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..d103d31
--- /dev/null
+++ b/runs/ogbg-molsider_gine_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_gine_classic_T0_ns1_h128_e100_s0",
+  "view": "gine",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 18.0,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.6326628393175155
+  },
+  "test": {
+    "rocauc": 0.5494595931506057
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_gine_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_gine_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..b344579
--- /dev/null
+++ b/runs/ogbg-molsider_gine_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_gine_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gine",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 27.1,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rocauc": 0.6151020149803161
+  },
+  "test": {
+    "rocauc": 0.6150033205476824
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_graphconv_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_graphconv_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..fb39a85
--- /dev/null
+++ b/runs/ogbg-molsider_graphconv_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_graphconv_classic_T0_ns1_h128_e100_s0",
+  "view": "graphconv",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 10.5,
+  "dev": "cuda:1",
+  "ep": 70,
+  "val": {
+    "rocauc": 0.5920839065175088
+  },
+  "test": {
+    "rocauc": 0.6151152605717433
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..a06fefa
--- /dev/null
+++ b/runs/ogbg-molsider_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_graphconv_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "graphconv",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 24.3,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.6010260045148574
+  },
+  "test": {
+    "rocauc": 0.5962935439480032
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_graphsage_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_graphsage_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..67f10a7
--- /dev/null
+++ b/runs/ogbg-molsider_graphsage_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_graphsage_classic_T0_ns1_h128_e100_s0",
+  "view": "graphsage",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 10.7,
+  "dev": "cuda:1",
+  "ep": 70,
+  "val": {
+    "rocauc": 0.621744356636161
+  },
+  "test": {
+    "rocauc": 0.5807259430259354
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..2edaf8f
--- /dev/null
+++ b/runs/ogbg-molsider_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_graphsage_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "graphsage",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 24.2,
+  "dev": "cuda:1",
+  "ep": 70,
+  "val": {
+    "rocauc": 0.62323063286361
+  },
+  "test": {
+    "rocauc": 0.5860528009903617
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_mf_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_mf_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..8d860a9
--- /dev/null
+++ b/runs/ogbg-molsider_mf_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_mf_classic_T0_ns1_h128_e100_s0",
+  "view": "mf",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 44.5,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.6202255900567958
+  },
+  "test": {
+    "rocauc": 0.586091595334005
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_mf_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_mf_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..e4006b4
--- /dev/null
+++ b/runs/ogbg-molsider_mf_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_mf_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "mf",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 49.3,
+  "dev": "cuda:1",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.6189914567323086
+  },
+  "test": {
+    "rocauc": 0.598312638550014
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_pna_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_pna_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..ccb8fdd
--- /dev/null
+++ b/runs/ogbg-molsider_pna_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_pna_classic_T0_ns1_h128_e100_s0",
+  "view": "pna",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 30.5,
+  "dev": "cuda:1",
+  "ep": 60,
+  "val": {
+    "rocauc": 0.6218537848171463
+  },
+  "test": {
+    "rocauc": 0.5964761418261523
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_pna_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_pna_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..c94cfbf
--- /dev/null
+++ b/runs/ogbg-molsider_pna_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_pna_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "pna",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 27.1,
+  "dev": "cuda:1",
+  "ep": 60,
+  "val": {
+    "rocauc": 0.6057840094519997
+  },
+  "test": {
+    "rocauc": 0.5721280929989979
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_resgated_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_resgated_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..400fd8d
--- /dev/null
+++ b/runs/ogbg-molsider_resgated_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_resgated_classic_T0_ns1_h128_e100_s0",
+  "view": "resgated",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 23.5,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.6209450264359846
+  },
+  "test": {
+    "rocauc": 0.5910349402024013
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..bc7861b
--- /dev/null
+++ b/runs/ogbg-molsider_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_resgated_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "resgated",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 28.0,
+  "dev": "cuda:1",
+  "ep": 70,
+  "val": {
+    "rocauc": 0.6204543981100222
+  },
+  "test": {
+    "rocauc": 0.5960257361986486
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_sgc_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_sgc_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..1ce0296
--- /dev/null
+++ b/runs/ogbg-molsider_sgc_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_sgc_classic_T0_ns1_h128_e100_s0",
+  "view": "sgc",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 12.2,
+  "dev": "cuda:1",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.6173711459877224
+  },
+  "test": {
+    "rocauc": 0.6042590538050838
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..e656a13
--- /dev/null
+++ b/runs/ogbg-molsider_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_sgc_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "sgc",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 15.3,
+  "dev": "cuda:1",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.6151272572948054
+  },
+  "test": {
+    "rocauc": 0.6417135077812745
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_tag_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_tag_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..eb6b8b5
--- /dev/null
+++ b/runs/ogbg-molsider_tag_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_tag_classic_T0_ns1_h128_e100_s0",
+  "view": "tag",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 17.7,
+  "dev": "cuda:1",
+  "ep": 60,
+  "val": {
+    "rocauc": 0.6438543175768482
+  },
+  "test": {
+    "rocauc": 0.6143146363395369
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_tag_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_tag_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..84cef00
--- /dev/null
+++ b/runs/ogbg-molsider_tag_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_tag_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "tag",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 26.7,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.6410300955419639
+  },
+  "test": {
+    "rocauc": 0.6101942928754263
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_transformer_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_transformer_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..2a3c823
--- /dev/null
+++ b/runs/ogbg-molsider_transformer_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_transformer_classic_T0_ns1_h128_e100_s0",
+  "view": "transformer",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 22.0,
+  "dev": "cuda:1",
+  "ep": 60,
+  "val": {
+    "rocauc": 0.6159576666835939
+  },
+  "test": {
+    "rocauc": 0.5979944408282211
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molsider_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..53c8c7b
--- /dev/null
+++ b/runs/ogbg-molsider_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molsider",
+  "tag": "ogbg-molsider_transformer_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "transformer",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 33.7,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.6315255937485902
+  },
+  "test": {
+    "rocauc": 0.6190391448308609
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_appnp_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_appnp_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..e67e2be
--- /dev/null
+++ b/runs/ogbg-moltox21_appnp_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_appnp_classic_T0_ns1_h128_e100_s0",
+  "view": "appnp",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 73.9,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rocauc": 0.7254553558600404
+  },
+  "test": {
+    "rocauc": 0.7158488769446065
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..f86a36c
--- /dev/null
+++ b/runs/ogbg-moltox21_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_appnp_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "appnp",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 101.4,
+  "dev": "cuda:1",
+  "ep": 60,
+  "val": {
+    "rocauc": 0.7279951275996247
+  },
+  "test": {
+    "rocauc": 0.7153555287245948
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_arma_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_arma_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..1ee54ec
--- /dev/null
+++ b/runs/ogbg-moltox21_arma_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_arma_classic_T0_ns1_h128_e100_s0",
+  "view": "arma",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 91.6,
+  "dev": "cuda:1",
+  "ep": 60,
+  "val": {
+    "rocauc": 0.7798972501326612
+  },
+  "test": {
+    "rocauc": 0.7222812510383411
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_arma_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_arma_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..3f4c8e0
--- /dev/null
+++ b/runs/ogbg-moltox21_arma_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_arma_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "arma",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 166.1,
+  "dev": "cuda:1",
+  "ep": 60,
+  "val": {
+    "rocauc": 0.7770957435163162
+  },
+  "test": {
+    "rocauc": 0.7208970968150412
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_cheb_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_cheb_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..12898a7
--- /dev/null
+++ b/runs/ogbg-moltox21_cheb_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_cheb_classic_T0_ns1_h128_e100_s0",
+  "view": "cheb",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 69.4,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.7834436091147085
+  },
+  "test": {
+    "rocauc": 0.7300685430388674
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..d3d5445
--- /dev/null
+++ b/runs/ogbg-moltox21_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_cheb_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "cheb",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 104.5,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.7709868045619044
+  },
+  "test": {
+    "rocauc": 0.7285529943614071
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_film_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_film_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..4578ed2
--- /dev/null
+++ b/runs/ogbg-moltox21_film_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_film_classic_T0_ns1_h128_e100_s0",
+  "view": "film",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 66.4,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.7701993310949509
+  },
+  "test": {
+    "rocauc": 0.7160313530552065
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_film_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_film_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..8867da4
--- /dev/null
+++ b/runs/ogbg-moltox21_film_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_film_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "film",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 158.1,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.7726742190325983
+  },
+  "test": {
+    "rocauc": 0.7369411241728653
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_gatv2_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_gatv2_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..5061166
--- /dev/null
+++ b/runs/ogbg-moltox21_gatv2_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_gatv2_classic_T0_ns1_h128_e100_s0",
+  "view": "gatv2",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 147.3,
+  "dev": "cuda:1",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.7627170708797383
+  },
+  "test": {
+    "rocauc": 0.7159809011324226
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..6c51af8
--- /dev/null
+++ b/runs/ogbg-moltox21_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_gatv2_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gatv2",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 185.0,
+  "dev": "cuda:1",
+  "ep": 60,
+  "val": {
+    "rocauc": 0.7761905248713933
+  },
+  "test": {
+    "rocauc": 0.7302941629609098
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_gcn_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_gcn_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..527a199
--- /dev/null
+++ b/runs/ogbg-moltox21_gcn_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_gcn_classic_T0_ns1_h128_e100_s0",
+  "view": "gcn",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 54.3,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.7580202023804351
+  },
+  "test": {
+    "rocauc": 0.7170910489918559
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..d3e7425
--- /dev/null
+++ b/runs/ogbg-moltox21_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_gcn_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gcn",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 88.5,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rocauc": 0.7587559779881515
+  },
+  "test": {
+    "rocauc": 0.7230304767127982
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_gen_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_gen_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..7f6fb10
--- /dev/null
+++ b/runs/ogbg-moltox21_gen_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_gen_classic_T0_ns1_h128_e100_s0",
+  "view": "gen",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 78.9,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.783453783540323
+  },
+  "test": {
+    "rocauc": 0.744374172706925
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_gen_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_gen_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..360cd3e
--- /dev/null
+++ b/runs/ogbg-moltox21_gen_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_gen_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gen",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 117.0,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.7757089729043948
+  },
+  "test": {
+    "rocauc": 0.7312107536918231
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_gin_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_gin_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..726b2d6
--- /dev/null
+++ b/runs/ogbg-moltox21_gin_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_gin_classic_T0_ns1_h128_e100_s0",
+  "view": "gin",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 57.1,
+  "dev": "cuda:1",
+  "ep": 90,
+  "val": {
+    "rocauc": 0.769011087128982
+  },
+  "test": {
+    "rocauc": 0.724182297150406
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_gin_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_gin_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..4b8b59a
--- /dev/null
+++ b/runs/ogbg-moltox21_gin_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_gin_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gin",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 121.7,
+  "dev": "cuda:1",
+  "ep": 90,
+  "val": {
+    "rocauc": 0.7717759383538949
+  },
+  "test": {
+    "rocauc": 0.7236697240762989
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_gine_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_gine_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..7885bc7
--- /dev/null
+++ b/runs/ogbg-moltox21_gine_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_gine_classic_T0_ns1_h128_e100_s0",
+  "view": "gine",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 62.2,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.7743797903105913
+  },
+  "test": {
+    "rocauc": 0.7328494551753418
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_gine_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_gine_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..a4aae8c
--- /dev/null
+++ b/runs/ogbg-moltox21_gine_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_gine_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "gine",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 135.7,
+  "dev": "cuda:1",
+  "ep": 70,
+  "val": {
+    "rocauc": 0.7622004073608938
+  },
+  "test": {
+    "rocauc": 0.7193472376632882
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_graphconv_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_graphconv_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..a40d6c8
--- /dev/null
+++ b/runs/ogbg-moltox21_graphconv_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_graphconv_classic_T0_ns1_h128_e100_s0",
+  "view": "graphconv",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 47.9,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rocauc": 0.7831111293212308
+  },
+  "test": {
+    "rocauc": 0.7147413214946693
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..f7adae0
--- /dev/null
+++ b/runs/ogbg-moltox21_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_graphconv_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "graphconv",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 74.0,
+  "dev": "cuda:1",
+  "ep": 70,
+  "val": {
+    "rocauc": 0.7820316625768228
+  },
+  "test": {
+    "rocauc": 0.7313192526985618
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_graphsage_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_graphsage_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..5c3b0e1
--- /dev/null
+++ b/runs/ogbg-moltox21_graphsage_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_graphsage_classic_T0_ns1_h128_e100_s0",
+  "view": "graphsage",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 53.4,
+  "dev": "cuda:1",
+  "ep": 10,
+  "val": {
+    "rocauc": 0.7708912322116328
+  },
+  "test": {
+    "rocauc": 0.719565697251165
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..0974e73
--- /dev/null
+++ b/runs/ogbg-moltox21_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_graphsage_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "graphsage",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 109.2,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rocauc": 0.7696559719157566
+  },
+  "test": {
+    "rocauc": 0.7204917205278893
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_mf_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_mf_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..2a15684
--- /dev/null
+++ b/runs/ogbg-moltox21_mf_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_mf_classic_T0_ns1_h128_e100_s0",
+  "view": "mf",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 201.7,
+  "dev": "cuda:1",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.7772586253147277
+  },
+  "test": {
+    "rocauc": 0.7280600105159073
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_mf_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_mf_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..46d96d7
--- /dev/null
+++ b/runs/ogbg-moltox21_mf_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_mf_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "mf",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 253.4,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.7694895755359669
+  },
+  "test": {
+    "rocauc": 0.7278719227082299
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_pna_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_pna_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..4c2d43b
--- /dev/null
+++ b/runs/ogbg-moltox21_pna_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_pna_classic_T0_ns1_h128_e100_s0",
+  "view": "pna",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 166.1,
+  "dev": "cuda:1",
+  "ep": 90,
+  "val": {
+    "rocauc": 0.7659664923974269
+  },
+  "test": {
+    "rocauc": 0.6945744978582721
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_pna_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_pna_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..aaa52d0
--- /dev/null
+++ b/runs/ogbg-moltox21_pna_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_pna_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "pna",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 193.5,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.7744523976361245
+  },
+  "test": {
+    "rocauc": 0.7348793665704174
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_resgated_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_resgated_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..ea1e3a5
--- /dev/null
+++ b/runs/ogbg-moltox21_resgated_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_resgated_classic_T0_ns1_h128_e100_s0",
+  "view": "resgated",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 112.2,
+  "dev": "cuda:1",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.7950359690969749
+  },
+  "test": {
+    "rocauc": 0.7275455467914984
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..a0487e9
--- /dev/null
+++ b/runs/ogbg-moltox21_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_resgated_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "resgated",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 132.6,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.7886618095832292
+  },
+  "test": {
+    "rocauc": 0.7379821725919018
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_sgc_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_sgc_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..f1633aa
--- /dev/null
+++ b/runs/ogbg-moltox21_sgc_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_sgc_classic_T0_ns1_h128_e100_s0",
+  "view": "sgc",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 58.3,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.7611119280457176
+  },
+  "test": {
+    "rocauc": 0.7239907988668123
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..98b0b4c
--- /dev/null
+++ b/runs/ogbg-moltox21_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_sgc_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "sgc",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 83.3,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.7505837592258088
+  },
+  "test": {
+    "rocauc": 0.7354997840876948
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_tag_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_tag_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..4adf9bb
--- /dev/null
+++ b/runs/ogbg-moltox21_tag_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_tag_classic_T0_ns1_h128_e100_s0",
+  "view": "tag",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 93.4,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.7865543605336435
+  },
+  "test": {
+    "rocauc": 0.7415570498308578
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_tag_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_tag_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..560afdf
--- /dev/null
+++ b/runs/ogbg-moltox21_tag_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_tag_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "tag",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 122.8,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.7838617216718421
+  },
+  "test": {
+    "rocauc": 0.7341723374058734
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_transformer_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_transformer_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..ec63ce7
--- /dev/null
+++ b/runs/ogbg-moltox21_transformer_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_transformer_classic_T0_ns1_h128_e100_s0",
+  "view": "transformer",
+  "compute": "classic",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 133.1,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.7656017658932041
+  },
+  "test": {
+    "rocauc": 0.7309364489214464
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-moltox21_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..ff3555e
--- /dev/null
+++ b/runs/ogbg-moltox21_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-moltox21",
+  "tag": "ogbg-moltox21_transformer_fixed-rrog_T1_ns3_h128_e100_s0",
+  "view": "transformer",
+  "compute": "fixed-rrog",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 128,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "epochs": 100,
+  "eval_every": 10,
+  "lr": 0.001,
+  "bs": 128,
+  "lam_q": 1.0,
+  "halt_max_steps": 8,
+  "halt_min_steps": 1,
+  "halt_target": "loss",
+  "halt_loss_threshold": 0.2,
+  "halt_exploration_prob": 0.1,
+  "q_warmup_epochs": 0,
+  "ema": 0.0,
+  "seed": 0,
+  "num_workers": 0,
+  "max_train_batches": 0,
+  "max_eval_batches": 0,
+  "device": "cuda:1",
+  "metric": "rocauc",
+  "sec": 185.2,
+  "dev": "cuda:1",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.7761466167802987
+  },
+  "test": {
+    "rocauc": 0.7291784660085319
+  }
+}
\ No newline at end of file