Add experiment results

68 files changed, 2890 insertions, 0 deletions

diff --git a/runs/ogbg-molhiv_appnp_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_appnp_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..40a3758
--- /dev/null
+++ b/runs/ogbg-molhiv_appnp_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_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": 450.5,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.7674851190476192
+  },
+  "test": {
+    "rocauc": 0.7000000000000001
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_appnp_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_appnp_fixed-rrog_T3_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..08a5659
--- /dev/null
+++ b/runs/ogbg-molhiv_appnp_fixed-rrog_T3_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_appnp_fixed-rrog_T3_ns3_h128_e100_s0",
+  "view": "appnp",
+  "compute": "fixed-rrog",
+  "T": 3,
+  "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": 961.4,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.7203422006662747
+  },
+  "test": {
+    "rocauc": 0.682502558952471
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_arma_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_arma_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..85391c2
--- /dev/null
+++ b/runs/ogbg-molhiv_arma_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_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": 830.5,
+  "dev": "cuda:1",
+  "ep": 70,
+  "val": {
+    "rocauc": 0.7872115667254557
+  },
+  "test": {
+    "rocauc": 0.7296336352575368
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_arma_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_arma_fixed-rrog_T3_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..bd8e351
--- /dev/null
+++ b/runs/ogbg-molhiv_arma_fixed-rrog_T3_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_arma_fixed-rrog_T3_ns3_h128_e100_s0",
+  "view": "arma",
+  "compute": "fixed-rrog",
+  "T": 3,
+  "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": 1229.7,
+  "dev": "cuda:1",
+  "ep": 90,
+  "val": {
+    "rocauc": 0.7926495443856555
+  },
+  "test": {
+    "rocauc": 0.7317541860599857
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..62c5c5c
--- /dev/null
+++ b/runs/ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_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": 429.1,
+  "dev": "cuda:1",
+  "ep": 60,
+  "val": {
+    "rocauc": 0.783120835782873
+  },
+  "test": {
+    "rocauc": 0.7281735838853589
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_cheb_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_cheb_fixed-rrog_T3_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..b0f4487
--- /dev/null
+++ b/runs/ogbg-molhiv_cheb_fixed-rrog_T3_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_cheb_fixed-rrog_T3_ns3_h128_e100_s0",
+  "view": "cheb",
+  "compute": "fixed-rrog",
+  "T": 3,
+  "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": 957.8,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.7734757740544776
+  },
+  "test": {
+    "rocauc": 0.7425713126943356
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_film_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_film_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..6feff27
--- /dev/null
+++ b/runs/ogbg-molhiv_film_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_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": 684.6,
+  "dev": "cuda:1",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.7921535126396236
+  },
+  "test": {
+    "rocauc": 0.7842136773595473
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_film_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_film_fixed-rrog_T3_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..be80ab8
--- /dev/null
+++ b/runs/ogbg-molhiv_film_fixed-rrog_T3_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_film_fixed-rrog_T3_ns3_h128_e100_s0",
+  "view": "film",
+  "compute": "fixed-rrog",
+  "T": 3,
+  "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": 1072.1,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.7633101851851851
+  },
+  "test": {
+    "rocauc": 0.7727785395623709
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gatv2_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_gatv2_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..c3f6d33
--- /dev/null
+++ b/runs/ogbg-molhiv_gatv2_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_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": 725.9,
+  "dev": "cuda:1",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.7834576474622771
+  },
+  "test": {
+    "rocauc": 0.75625253481141
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gatv2_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_gatv2_fixed-rrog_T3_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..db451de
--- /dev/null
+++ b/runs/ogbg-molhiv_gatv2_fixed-rrog_T3_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_gatv2_fixed-rrog_T3_ns3_h128_e100_s0",
+  "view": "gatv2",
+  "compute": "fixed-rrog",
+  "T": 3,
+  "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": 1115.2,
+  "dev": "cuda:1",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.7835464432686655
+  },
+  "test": {
+    "rocauc": 0.746617354525966
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..ddad80a
--- /dev/null
+++ b/runs/ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_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": 315.1,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.7754323437193807
+  },
+  "test": {
+    "rocauc": 0.719778288495336
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gcn_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_gcn_fixed-rrog_T3_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..342d210
--- /dev/null
+++ b/runs/ogbg-molhiv_gcn_fixed-rrog_T3_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_gcn_fixed-rrog_T3_ns3_h128_e100_s0",
+  "view": "gcn",
+  "compute": "fixed-rrog",
+  "T": 3,
+  "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": 627.4,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.7454683519498334
+  },
+  "test": {
+    "rocauc": 0.7482879159504818
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gen_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_gen_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..2ba76fb
--- /dev/null
+++ b/runs/ogbg-molhiv_gen_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_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": 576.3,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.7530159954928474
+  },
+  "test": {
+    "rocauc": 0.7313524788041483
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gen_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_gen_fixed-rrog_T3_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..9a03ebd
--- /dev/null
+++ b/runs/ogbg-molhiv_gen_fixed-rrog_T3_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_gen_fixed-rrog_T3_ns3_h128_e100_s0",
+  "view": "gen",
+  "compute": "fixed-rrog",
+  "T": 3,
+  "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": 1109.1,
+  "dev": "cuda:1",
+  "ep": 60,
+  "val": {
+    "rocauc": 0.8127970066627475
+  },
+  "test": {
+    "rocauc": 0.7631375654222755
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..4f5aa1a
--- /dev/null
+++ b/runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_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": 345.2,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.816746889084852
+  },
+  "test": {
+    "rocauc": 0.7723980764402558
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gin_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_gin_fixed-rrog_T3_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..0d48148
--- /dev/null
+++ b/runs/ogbg-molhiv_gin_fixed-rrog_T3_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_gin_fixed-rrog_T3_ns3_h128_e100_s0",
+  "view": "gin",
+  "compute": "fixed-rrog",
+  "T": 3,
+  "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": 605.6,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.7523760533019792
+  },
+  "test": {
+    "rocauc": 0.7324378609088626
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gine_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_gine_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..1d75215
--- /dev/null
+++ b/runs/ogbg-molhiv_gine_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_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": 453.6,
+  "dev": "cuda:1",
+  "ep": 70,
+  "val": {
+    "rocauc": 0.7942448069762884
+  },
+  "test": {
+    "rocauc": 0.7445141852874717
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_gine_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_gine_fixed-rrog_T3_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..d906f24
--- /dev/null
+++ b/runs/ogbg-molhiv_gine_fixed-rrog_T3_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_gine_fixed-rrog_T3_ns3_h128_e100_s0",
+  "view": "gine",
+  "compute": "fixed-rrog",
+  "T": 3,
+  "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": 662.2,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.7574588477366255
+  },
+  "test": {
+    "rocauc": 0.7400818864790746
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_graphconv_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_graphconv_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..7c060a9
--- /dev/null
+++ b/runs/ogbg-molhiv_graphconv_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_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": 296.8,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rocauc": 0.7706618655692731
+  },
+  "test": {
+    "rocauc": 0.7108113327796983
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_graphconv_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_graphconv_fixed-rrog_T3_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..a0f771a
--- /dev/null
+++ b/runs/ogbg-molhiv_graphconv_fixed-rrog_T3_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_graphconv_fixed-rrog_T3_ns3_h128_e100_s0",
+  "view": "graphconv",
+  "compute": "fixed-rrog",
+  "T": 3,
+  "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": 897.2,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rocauc": 0.7712528169704094
+  },
+  "test": {
+    "rocauc": 0.6979180748952278
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_graphsage_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_graphsage_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..4803bd6
--- /dev/null
+++ b/runs/ogbg-molhiv_graphsage_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_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": 295.9,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.7968596903782088
+  },
+  "test": {
+    "rocauc": 0.7625118291199134
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_graphsage_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_graphsage_fixed-rrog_T3_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..a143dfa
--- /dev/null
+++ b/runs/ogbg-molhiv_graphsage_fixed-rrog_T3_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_graphsage_fixed-rrog_T3_ns3_h128_e100_s0",
+  "view": "graphsage",
+  "compute": "fixed-rrog",
+  "T": 3,
+  "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": 556.3,
+  "dev": "cuda:1",
+  "ep": 20,
+  "val": {
+    "rocauc": 0.7586759626690183
+  },
+  "test": {
+    "rocauc": 0.7641070704339598
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_mf_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_mf_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..f609023
--- /dev/null
+++ b/runs/ogbg-molhiv_mf_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_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": 1531.1,
+  "dev": "cuda:1",
+  "ep": 60,
+  "val": {
+    "rocauc": 0.784538506760729
+  },
+  "test": {
+    "rocauc": 0.7073504702678692
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_mf_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_mf_fixed-rrog_T3_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..6a5fba2
--- /dev/null
+++ b/runs/ogbg-molhiv_mf_fixed-rrog_T3_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_mf_fixed-rrog_T3_ns3_h128_e100_s0",
+  "view": "mf",
+  "compute": "fixed-rrog",
+  "T": 3,
+  "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": 1787.2,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.7930782137958065
+  },
+  "test": {
+    "rocauc": 0.7216728789663763
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_pna_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_pna_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..098ce44
--- /dev/null
+++ b/runs/ogbg-molhiv_pna_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_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": 1145.0,
+  "dev": "cuda:1",
+  "ep": 60,
+  "val": {
+    "rocauc": 0.7779523074661963
+  },
+  "test": {
+    "rocauc": 0.7647926765677203
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_pna_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_pna_fixed-rrog_T3_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..783fd88
--- /dev/null
+++ b/runs/ogbg-molhiv_pna_fixed-rrog_T3_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_pna_fixed-rrog_T3_ns3_h128_e100_s0",
+  "view": "pna",
+  "compute": "fixed-rrog",
+  "T": 3,
+  "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": 1420.7,
+  "dev": "cuda:1",
+  "ep": 60,
+  "val": {
+    "rocauc": 0.7890395355673133
+  },
+  "test": {
+    "rocauc": 0.7629792000618011
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_resgated_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_resgated_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..625c1ea
--- /dev/null
+++ b/runs/ogbg-molhiv_resgated_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_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": 731.8,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rocauc": 0.8143738977072311
+  },
+  "test": {
+    "rocauc": 0.7241738928909403
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_resgated_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_resgated_fixed-rrog_T3_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..1ad3cf3
--- /dev/null
+++ b/runs/ogbg-molhiv_resgated_fixed-rrog_T3_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_resgated_fixed-rrog_T3_ns3_h128_e100_s0",
+  "view": "resgated",
+  "compute": "fixed-rrog",
+  "T": 3,
+  "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": 1139.9,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rocauc": 0.8173500881834216
+  },
+  "test": {
+    "rocauc": 0.7054809865003185
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_sgc_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_sgc_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..53f4e1d
--- /dev/null
+++ b/runs/ogbg-molhiv_sgc_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_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": 349.7,
+  "dev": "cuda:1",
+  "ep": 80,
+  "val": {
+    "rocauc": 0.7478597148736037
+  },
+  "test": {
+    "rocauc": 0.7019100407501111
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_sgc_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_sgc_fixed-rrog_T3_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..e89cf0f
--- /dev/null
+++ b/runs/ogbg-molhiv_sgc_fixed-rrog_T3_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_sgc_fixed-rrog_T3_ns3_h128_e100_s0",
+  "view": "sgc",
+  "compute": "fixed-rrog",
+  "T": 3,
+  "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": 907.7,
+  "dev": "cuda:1",
+  "ep": 50,
+  "val": {
+    "rocauc": 0.7481720311581422
+  },
+  "test": {
+    "rocauc": 0.7177311265184728
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_tag_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_tag_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..5729c3d
--- /dev/null
+++ b/runs/ogbg-molhiv_tag_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_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": 590.5,
+  "dev": "cuda:1",
+  "ep": 70,
+  "val": {
+    "rocauc": 0.7528292181069958
+  },
+  "test": {
+    "rocauc": 0.7255354487340427
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_tag_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_tag_fixed-rrog_T3_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..547c08d
--- /dev/null
+++ b/runs/ogbg-molhiv_tag_fixed-rrog_T3_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_tag_fixed-rrog_T3_ns3_h128_e100_s0",
+  "view": "tag",
+  "compute": "fixed-rrog",
+  "T": 3,
+  "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": 1148.5,
+  "dev": "cuda:1",
+  "ep": 70,
+  "val": {
+    "rocauc": 0.7803834754066236
+  },
+  "test": {
+    "rocauc": 0.7351764228741382
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_transformer_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_transformer_classic_T0_ns1_h128_e100_s0.json
new file mode 100644
index 0000000..b662527
--- /dev/null
+++ b/runs/ogbg-molhiv_transformer_classic_T0_ns1_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_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": 906.4,
+  "dev": "cuda:1",
+  "ep": 30,
+  "val": {
+    "rocauc": 0.7617332941407015
+  },
+  "test": {
+    "rocauc": 0.7547248884682979
+  }
+}
\ No newline at end of file
diff --git a/runs/ogbg-molhiv_transformer_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_transformer_fixed-rrog_T3_ns3_h128_e100_s0.json
new file mode 100644
index 0000000..bf85cdc
--- /dev/null
+++ b/runs/ogbg-molhiv_transformer_fixed-rrog_T3_ns3_h128_e100_s0.json
@@ -0,0 +1,38 @@
+{
+  "dataset": "ogbg-molhiv",
+  "tag": "ogbg-molhiv_transformer_fixed-rrog_T3_ns3_h128_e100_s0",
+  "view": "transformer",
+  "compute": "fixed-rrog",
+  "T": 3,
+  "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": 1246.4,
+  "dev": "cuda:1",
+  "ep": 40,
+  "val": {
+    "rocauc": 0.8088103811483441
+  },
+  "test": {
+    "rocauc": 0.7413024585256572
+  }
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_appnp_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_appnp_full_sig0.0_K1_none_T0_ns1_trace_s0.json
new file mode 100644
index 0000000..1672f92
--- /dev/null
+++ b/runs/rec_rrog_appnp_full_sig0.0_K1_none_T0_ns1_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_appnp_full_sig0.0_K1_none_T0_ns1_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "appnp",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 149.8,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 140,
+  "val_mae": [
+    0.516572117805481,
+    0.487392783164978
+  ],
+  "test_mae": [
+    0.5241897702217102,
+    0.49413174390792847
+  ],
+  "test_mae_oracle": [
+    0.5241897702217102,
+    0.49413174390792847
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_appnp_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_appnp_full_sig0.0_K1_none_T1_ns3_trace_s0.json
new file mode 100644
index 0000000..96373c9
--- /dev/null
+++ b/runs/rec_rrog_appnp_full_sig0.0_K1_none_T1_ns3_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_appnp_full_sig0.0_K1_none_T1_ns3_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "appnp",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 175.6,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 120,
+  "val_mae": [
+    0.48746374249458313,
+    0.4855128228664398
+  ],
+  "test_mae": [
+    0.4944251477718353,
+    0.4900885820388794
+  ],
+  "test_mae_oracle": [
+    0.4944251477718353,
+    0.4900885820388794
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_arma_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_arma_full_sig0.0_K1_none_T0_ns1_trace_s0.json
new file mode 100644
index 0000000..045ccf9
--- /dev/null
+++ b/runs/rec_rrog_arma_full_sig0.0_K1_none_T0_ns1_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_arma_full_sig0.0_K1_none_T0_ns1_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "arma",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 136.4,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 200,
+  "val_mae": [
+    0.14000031352043152,
+    0.2056213617324829
+  ],
+  "test_mae": [
+    0.13872109353542328,
+    0.201865091919899
+  ],
+  "test_mae_oracle": [
+    0.13872109353542328,
+    0.201865091919899
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_arma_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_arma_full_sig0.0_K1_none_T1_ns3_trace_s0.json
new file mode 100644
index 0000000..65b4a32
--- /dev/null
+++ b/runs/rec_rrog_arma_full_sig0.0_K1_none_T1_ns3_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_arma_full_sig0.0_K1_none_T1_ns3_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "arma",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 213.2,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 200,
+  "val_mae": [
+    0.0940091535449028,
+    0.14743280410766602
+  ],
+  "test_mae": [
+    0.10224228352308273,
+    0.13551878929138184
+  ],
+  "test_mae_oracle": [
+    0.10224228352308273,
+    0.13551878929138184
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_cheb_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_cheb_full_sig0.0_K1_none_T0_ns1_trace_s0.json
new file mode 100644
index 0000000..81e7113
--- /dev/null
+++ b/runs/rec_rrog_cheb_full_sig0.0_K1_none_T0_ns1_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_cheb_full_sig0.0_K1_none_T0_ns1_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "cheb",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 112.8,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 200,
+  "val_mae": [
+    0.16218321025371552,
+    0.24164889752864838
+  ],
+  "test_mae": [
+    0.14866158366203308,
+    0.23999349772930145
+  ],
+  "test_mae_oracle": [
+    0.14866158366203308,
+    0.23999349772930145
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_cheb_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_cheb_full_sig0.0_K1_none_T1_ns3_trace_s0.json
new file mode 100644
index 0000000..477b677
--- /dev/null
+++ b/runs/rec_rrog_cheb_full_sig0.0_K1_none_T1_ns3_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_cheb_full_sig0.0_K1_none_T1_ns3_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "cheb",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 149.4,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 200,
+  "val_mae": [
+    0.08989150822162628,
+    0.19968892633914948
+  ],
+  "test_mae": [
+    0.08699783682823181,
+    0.1959630250930786
+  ],
+  "test_mae_oracle": [
+    0.08699783682823181,
+    0.1959630250930786
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_film_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_film_full_sig0.0_K1_none_T0_ns1_trace_s0.json
new file mode 100644
index 0000000..da32094
--- /dev/null
+++ b/runs/rec_rrog_film_full_sig0.0_K1_none_T0_ns1_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_film_full_sig0.0_K1_none_T0_ns1_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "film",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 102.7,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 200,
+  "val_mae": [
+    0.18675006926059723,
+    0.30383461713790894
+  ],
+  "test_mae": [
+    0.1926984190940857,
+    0.3070546090602875
+  ],
+  "test_mae_oracle": [
+    0.1926984190940857,
+    0.3070546090602875
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_film_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_film_full_sig0.0_K1_none_T1_ns3_trace_s0.json
new file mode 100644
index 0000000..d5647b0
--- /dev/null
+++ b/runs/rec_rrog_film_full_sig0.0_K1_none_T1_ns3_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_film_full_sig0.0_K1_none_T1_ns3_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "film",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 216.1,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 200,
+  "val_mae": [
+    0.287736177444458,
+    0.4021036922931671
+  ],
+  "test_mae": [
+    0.25880178809165955,
+    0.40551459789276123
+  ],
+  "test_mae_oracle": [
+    0.25880178809165955,
+    0.40551459789276123
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_full_sig0.0_K1_none_T0_ns1_trace_s0.json
new file mode 100644
index 0000000..e349000
--- /dev/null
+++ b/runs/rec_rrog_full_sig0.0_K1_none_T0_ns1_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_full_sig0.0_K1_none_T0_ns1_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "gin",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 84.1,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 200,
+  "val_mae": [
+    0.12561701238155365,
+    0.17245306074619293
+  ],
+  "test_mae": [
+    0.10868331044912338,
+    0.16380010545253754
+  ],
+  "test_mae_oracle": [
+    0.10868331044912338,
+    0.16380010545253754
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_trace_s0.json
new file mode 100644
index 0000000..26a0c71
--- /dev/null
+++ b/runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_full_sig0.0_K1_none_T1_ns3_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "gin",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 124.5,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 200,
+  "val_mae": [
+    0.0887933298945427,
+    0.13813777267932892
+  ],
+  "test_mae": [
+    0.08772052079439163,
+    0.13452111184597015
+  ],
+  "test_mae_oracle": [
+    0.08772052079439163,
+    0.13452111184597015
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_gatv2_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_gatv2_full_sig0.0_K1_none_T0_ns1_trace_s0.json
new file mode 100644
index 0000000..6e606fa
--- /dev/null
+++ b/runs/rec_rrog_gatv2_full_sig0.0_K1_none_T0_ns1_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_gatv2_full_sig0.0_K1_none_T0_ns1_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "gatv2",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 113.7,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 180,
+  "val_mae": [
+    0.1604059338569641,
+    0.24803805351257324
+  ],
+  "test_mae": [
+    0.15068109333515167,
+    0.25051042437553406
+  ],
+  "test_mae_oracle": [
+    0.15068109333515167,
+    0.25051042437553406
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_gatv2_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_gatv2_full_sig0.0_K1_none_T1_ns3_trace_s0.json
new file mode 100644
index 0000000..e1d986c
--- /dev/null
+++ b/runs/rec_rrog_gatv2_full_sig0.0_K1_none_T1_ns3_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_gatv2_full_sig0.0_K1_none_T1_ns3_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "gatv2",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 160.3,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 200,
+  "val_mae": [
+    0.10159114748239517,
+    0.21391241252422333
+  ],
+  "test_mae": [
+    0.1038370430469513,
+    0.20821833610534668
+  ],
+  "test_mae_oracle": [
+    0.1038370430469513,
+    0.20821833610534668
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_gcn_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_gcn_full_sig0.0_K1_none_T0_ns1_trace_s0.json
new file mode 100644
index 0000000..4ce1d1f
--- /dev/null
+++ b/runs/rec_rrog_gcn_full_sig0.0_K1_none_T0_ns1_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_gcn_full_sig0.0_K1_none_T0_ns1_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "gcn",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 86.5,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 200,
+  "val_mae": [
+    0.2706347703933716,
+    0.3114604353904724
+  ],
+  "test_mae": [
+    0.2676979601383209,
+    0.31771764159202576
+  ],
+  "test_mae_oracle": [
+    0.2676979601383209,
+    0.31771764159202576
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_gcn_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_gcn_full_sig0.0_K1_none_T1_ns3_trace_s0.json
new file mode 100644
index 0000000..968f7fc
--- /dev/null
+++ b/runs/rec_rrog_gcn_full_sig0.0_K1_none_T1_ns3_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_gcn_full_sig0.0_K1_none_T1_ns3_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "gcn",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 121.7,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 200,
+  "val_mae": [
+    0.17954416573047638,
+    0.25849688053131104
+  ],
+  "test_mae": [
+    0.17883898317813873,
+    0.28149375319480896
+  ],
+  "test_mae_oracle": [
+    0.17883898317813873,
+    0.28149375319480896
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_gen_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_gen_full_sig0.0_K1_none_T0_ns1_trace_s0.json
new file mode 100644
index 0000000..391ab5e
--- /dev/null
+++ b/runs/rec_rrog_gen_full_sig0.0_K1_none_T0_ns1_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_gen_full_sig0.0_K1_none_T0_ns1_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "gen",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 101.3,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 200,
+  "val_mae": [
+    0.15094247460365295,
+    0.24518032371997833
+  ],
+  "test_mae": [
+    0.13968762755393982,
+    0.24574218690395355
+  ],
+  "test_mae_oracle": [
+    0.13968762755393982,
+    0.24574218690395355
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_gen_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_gen_full_sig0.0_K1_none_T1_ns3_trace_s0.json
new file mode 100644
index 0000000..c25982e
--- /dev/null
+++ b/runs/rec_rrog_gen_full_sig0.0_K1_none_T1_ns3_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_gen_full_sig0.0_K1_none_T1_ns3_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "gen",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 150.1,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 180,
+  "val_mae": [
+    0.13552801311016083,
+    0.21986626088619232
+  ],
+  "test_mae": [
+    0.12015220522880554,
+    0.22031323611736298
+  ],
+  "test_mae_oracle": [
+    0.12015220522880554,
+    0.22031323611736298
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_gine_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_gine_full_sig0.0_K1_none_T0_ns1_trace_s0.json
new file mode 100644
index 0000000..b8003bf
--- /dev/null
+++ b/runs/rec_rrog_gine_full_sig0.0_K1_none_T0_ns1_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_gine_full_sig0.0_K1_none_T0_ns1_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "gine",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 100.6,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 200,
+  "val_mae": [
+    0.09561386704444885,
+    0.14305318892002106
+  ],
+  "test_mae": [
+    0.09142361581325531,
+    0.1402580887079239
+  ],
+  "test_mae_oracle": [
+    0.09142361581325531,
+    0.1402580887079239
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_gine_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_gine_full_sig0.0_K1_none_T1_ns3_trace_s0.json
new file mode 100644
index 0000000..5ecc8f1
--- /dev/null
+++ b/runs/rec_rrog_gine_full_sig0.0_K1_none_T1_ns3_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_gine_full_sig0.0_K1_none_T1_ns3_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "gine",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 159.6,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 200,
+  "val_mae": [
+    0.0580325685441494,
+    0.10609347373247147
+  ],
+  "test_mae": [
+    0.05187428742647171,
+    0.09901637583971024
+  ],
+  "test_mae_oracle": [
+    0.05187428742647171,
+    0.09901637583971024
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_graphconv_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_graphconv_full_sig0.0_K1_none_T0_ns1_trace_s0.json
new file mode 100644
index 0000000..96d5b3a
--- /dev/null
+++ b/runs/rec_rrog_graphconv_full_sig0.0_K1_none_T0_ns1_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_graphconv_full_sig0.0_K1_none_T0_ns1_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "graphconv",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 71.9,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 180,
+  "val_mae": [
+    0.1471337080001831,
+    0.20361122488975525
+  ],
+  "test_mae": [
+    0.14493322372436523,
+    0.20126454532146454
+  ],
+  "test_mae_oracle": [
+    0.14493322372436523,
+    0.20126454532146454
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_graphconv_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_graphconv_full_sig0.0_K1_none_T1_ns3_trace_s0.json
new file mode 100644
index 0000000..a2ce528
--- /dev/null
+++ b/runs/rec_rrog_graphconv_full_sig0.0_K1_none_T1_ns3_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_graphconv_full_sig0.0_K1_none_T1_ns3_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "graphconv",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 119.4,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 200,
+  "val_mae": [
+    0.07761617749929428,
+    0.13153068721294403
+  ],
+  "test_mae": [
+    0.07892274111509323,
+    0.1270511895418167
+  ],
+  "test_mae_oracle": [
+    0.07892274111509323,
+    0.1270511895418167
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_graphsage_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_graphsage_full_sig0.0_K1_none_T0_ns1_trace_s0.json
new file mode 100644
index 0000000..b468b2a
--- /dev/null
+++ b/runs/rec_rrog_graphsage_full_sig0.0_K1_none_T0_ns1_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_graphsage_full_sig0.0_K1_none_T0_ns1_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "graphsage",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 78.6,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 200,
+  "val_mae": [
+    0.17156678438186646,
+    0.2418467104434967
+  ],
+  "test_mae": [
+    0.16963693499565125,
+    0.24828621745109558
+  ],
+  "test_mae_oracle": [
+    0.16963693499565125,
+    0.24828621745109558
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_graphsage_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_graphsage_full_sig0.0_K1_none_T1_ns3_trace_s0.json
new file mode 100644
index 0000000..4005b1b
--- /dev/null
+++ b/runs/rec_rrog_graphsage_full_sig0.0_K1_none_T1_ns3_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_graphsage_full_sig0.0_K1_none_T1_ns3_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "graphsage",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 110.1,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 200,
+  "val_mae": [
+    0.11123412102460861,
+    0.226893350481987
+  ],
+  "test_mae": [
+    0.10119834542274475,
+    0.23949070274829865
+  ],
+  "test_mae_oracle": [
+    0.10119834542274475,
+    0.23949070274829865
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_mf_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_mf_full_sig0.0_K1_none_T0_ns1_trace_s0.json
new file mode 100644
index 0000000..4a20afb
--- /dev/null
+++ b/runs/rec_rrog_mf_full_sig0.0_K1_none_T0_ns1_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_mf_full_sig0.0_K1_none_T0_ns1_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "mf",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 331.2,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 180,
+  "val_mae": [
+    0.13346724212169647,
+    0.17167781293392181
+  ],
+  "test_mae": [
+    0.1310972422361374,
+    0.1719895601272583
+  ],
+  "test_mae_oracle": [
+    0.1310972422361374,
+    0.1719895601272583
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_mf_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_mf_full_sig0.0_K1_none_T1_ns3_trace_s0.json
new file mode 100644
index 0000000..d79b7b3
--- /dev/null
+++ b/runs/rec_rrog_mf_full_sig0.0_K1_none_T1_ns3_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_mf_full_sig0.0_K1_none_T1_ns3_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "mf",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 327.5,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 200,
+  "val_mae": [
+    0.07755542546510696,
+    0.12109854817390442
+  ],
+  "test_mae": [
+    0.06932510435581207,
+    0.12173844128847122
+  ],
+  "test_mae_oracle": [
+    0.06932510435581207,
+    0.12173844128847122
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_pna_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_pna_full_sig0.0_K1_none_T0_ns1_trace_s0.json
new file mode 100644
index 0000000..1b1c744
--- /dev/null
+++ b/runs/rec_rrog_pna_full_sig0.0_K1_none_T0_ns1_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_pna_full_sig0.0_K1_none_T0_ns1_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "pna",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 184.2,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 180,
+  "val_mae": [
+    0.06923778355121613,
+    0.0872422307729721
+  ],
+  "test_mae": [
+    0.06226735562086105,
+    0.09160249680280685
+  ],
+  "test_mae_oracle": [
+    0.06226735562086105,
+    0.09160249680280685
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_pna_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_pna_full_sig0.0_K1_none_T1_ns3_trace_s0.json
new file mode 100644
index 0000000..3cfa054
--- /dev/null
+++ b/runs/rec_rrog_pna_full_sig0.0_K1_none_T1_ns3_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_pna_full_sig0.0_K1_none_T1_ns3_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "pna",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 212.1,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 200,
+  "val_mae": [
+    0.05049829185009003,
+    0.0710764154791832
+  ],
+  "test_mae": [
+    0.041653066873550415,
+    0.0639614462852478
+  ],
+  "test_mae_oracle": [
+    0.041653066873550415,
+    0.0639614462852478
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_resgated_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_resgated_full_sig0.0_K1_none_T0_ns1_trace_s0.json
new file mode 100644
index 0000000..eaa8f9b
--- /dev/null
+++ b/runs/rec_rrog_resgated_full_sig0.0_K1_none_T0_ns1_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_resgated_full_sig0.0_K1_none_T0_ns1_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "resgated",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 102.6,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 200,
+  "val_mae": [
+    0.1363198459148407,
+    0.18200460076332092
+  ],
+  "test_mae": [
+    0.1365387737751007,
+    0.18024799227714539
+  ],
+  "test_mae_oracle": [
+    0.1365387737751007,
+    0.18024799227714539
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_resgated_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_resgated_full_sig0.0_K1_none_T1_ns3_trace_s0.json
new file mode 100644
index 0000000..51e40bb
--- /dev/null
+++ b/runs/rec_rrog_resgated_full_sig0.0_K1_none_T1_ns3_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_resgated_full_sig0.0_K1_none_T1_ns3_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "resgated",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 137.8,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 180,
+  "val_mae": [
+    0.07244974374771118,
+    0.11092057079076767
+  ],
+  "test_mae": [
+    0.06887289136648178,
+    0.10761728137731552
+  ],
+  "test_mae_oracle": [
+    0.06887289136648178,
+    0.10761728137731552
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_sgc_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_sgc_full_sig0.0_K1_none_T0_ns1_trace_s0.json
new file mode 100644
index 0000000..11dab34
--- /dev/null
+++ b/runs/rec_rrog_sgc_full_sig0.0_K1_none_T0_ns1_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_sgc_full_sig0.0_K1_none_T0_ns1_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "sgc",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 91.8,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 200,
+  "val_mae": [
+    0.29122766852378845,
+    0.33744269609451294
+  ],
+  "test_mae": [
+    0.2915189266204834,
+    0.3516658842563629
+  ],
+  "test_mae_oracle": [
+    0.2915189266204834,
+    0.3516658842563629
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_sgc_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_sgc_full_sig0.0_K1_none_T1_ns3_trace_s0.json
new file mode 100644
index 0000000..d9f7863
--- /dev/null
+++ b/runs/rec_rrog_sgc_full_sig0.0_K1_none_T1_ns3_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_sgc_full_sig0.0_K1_none_T1_ns3_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "sgc",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 124.9,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 200,
+  "val_mae": [
+    0.19793416559696198,
+    0.3029009997844696
+  ],
+  "test_mae": [
+    0.1908223181962967,
+    0.3157658874988556
+  ],
+  "test_mae_oracle": [
+    0.1908223181962967,
+    0.3157658874988556
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_tag_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_tag_full_sig0.0_K1_none_T0_ns1_trace_s0.json
new file mode 100644
index 0000000..bccb853
--- /dev/null
+++ b/runs/rec_rrog_tag_full_sig0.0_K1_none_T0_ns1_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_tag_full_sig0.0_K1_none_T0_ns1_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "tag",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 109.9,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 200,
+  "val_mae": [
+    0.11659888178110123,
+    0.17228826880455017
+  ],
+  "test_mae": [
+    0.11192158609628677,
+    0.17113320529460907
+  ],
+  "test_mae_oracle": [
+    0.11192158609628677,
+    0.17113320529460907
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_tag_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_tag_full_sig0.0_K1_none_T1_ns3_trace_s0.json
new file mode 100644
index 0000000..b4a8256
--- /dev/null
+++ b/runs/rec_rrog_tag_full_sig0.0_K1_none_T1_ns3_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_tag_full_sig0.0_K1_none_T1_ns3_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "tag",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 147.1,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 200,
+  "val_mae": [
+    0.051080916076898575,
+    0.08987285196781158
+  ],
+  "test_mae": [
+    0.05129510164260864,
+    0.08730053156614304
+  ],
+  "test_mae_oracle": [
+    0.05129510164260864,
+    0.08730053156614304
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_transformer_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_transformer_full_sig0.0_K1_none_T0_ns1_trace_s0.json
new file mode 100644
index 0000000..7fad586
--- /dev/null
+++ b/runs/rec_rrog_transformer_full_sig0.0_K1_none_T0_ns1_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_transformer_full_sig0.0_K1_none_T0_ns1_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 0,
+  "n_sup": 1,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "transformer",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 129.3,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 200,
+  "val_mae": [
+    0.15405215322971344,
+    0.2296278476715088
+  ],
+  "test_mae": [
+    0.14875350892543793,
+    0.22720274329185486
+  ],
+  "test_mae_oracle": [
+    0.14875350892543793,
+    0.22720274329185486
+  ]
+}
\ No newline at end of file
diff --git a/runs/rec_rrog_transformer_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_transformer_full_sig0.0_K1_none_T1_ns3_trace_s0.json
new file mode 100644
index 0000000..629be7d
--- /dev/null
+++ b/runs/rec_rrog_transformer_full_sig0.0_K1_none_T1_ns3_trace_s0.json
@@ -0,0 +1,47 @@
+{
+  "dataset": "ZINC-cycle56",
+  "tag": "rec_rrog_transformer_full_sig0.0_K1_none_T1_ns3_trace_s0",
+  "grad_mode": "full",
+  "sigma": 0.0,
+  "K": 1,
+  "select": "none",
+  "T": 1,
+  "n_sup": 3,
+  "hidden": 64,
+  "agg_layers": 5,
+  "compute_layers": 2,
+  "view": "transformer",
+  "epochs": 200,
+  "lr": 0.001,
+  "bs": 256,
+  "lam_q": 1.0,
+  "act": false,
+  "halt_max_steps": 8,
+  "halt_norm_threshold": 0.3,
+  "halt_temp": 0.1,
+  "halt_target": "soft",
+  "halt_exploration_prob": 0.1,
+  "loss_mode": "trace",
+  "seed": 0,
+  "device": "cuda:0",
+  "sec": 210.2,
+  "dev": "cuda:0",
+  "arch": "rrog_once_agg_node_compute",
+  "y_std_raw": [
+    0.7805301547050476,
+    0.9526597261428833
+  ],
+  "ep": 180,
+  "val_mae": [
+    0.09927801787853241,
+    0.20996834337711334
+  ],
+  "test_mae": [
+    0.1036745011806488,
+    0.2231702208518982
+  ],
+  "test_mae_oracle": [
+    0.1036745011806488,
+    0.2231702208518982
+  ]
+}
\ No newline at end of file