Track legacy operator-study row data; extend generated tables

Pulls the training-set-size series, snapshot-location sweep, stress
grid, scalar-gain comparison, oracle diagnostic, and derivative-probe
rows from the experiment machine, and adds three generated fragments
(train size, snapshot location, stress grid) used by the appendix.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

74 files changed, 24324 insertions, 0 deletions

diff --git a/outputs/compressed_operator_T50_width64_N128/compressed_operator_rows.csv b/outputs/compressed_operator_T50_width64_N128/compressed_operator_rows.csv
new file mode 100644
index 0000000..c0ae16b
--- /dev/null
+++ b/outputs/compressed_operator_T50_width64_N128/compressed_operator_rows.csv
@@ -0,0 +1,25 @@
+init_seed,feedback_seed,target_steps,early_steps,empirical_bp_loss,empirical_fa_loss,empirical_gap,fixed_bp_loss,fixed_fa_loss,fixed_gap,compressed_fa_loss,compressed_gap,alpha_s,alpha_slope,fixed_gap_error,compressed_gap_error

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diff --git a/outputs/compressed_operator_T50_width64_N128/summary.json b/outputs/compressed_operator_T50_width64_N128/summary.json
new file mode 100644
index 0000000..27b6b54
--- /dev/null
+++ b/outputs/compressed_operator_T50_width64_N128/summary.json
@@ -0,0 +1,457 @@
+{
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+    "feedback_scale": "relu",
+    "device": "cpu",
+    "torch_threads": 4,
+    "outdir": "outputs/compressed_operator_T50_width64_N128"
+  },
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diff --git a/outputs/compressed_operator_T50_width64_N160/compressed_operator_rows.csv b/outputs/compressed_operator_T50_width64_N160/compressed_operator_rows.csv
new file mode 100644
index 0000000..58d048b
--- /dev/null
+++ b/outputs/compressed_operator_T50_width64_N160/compressed_operator_rows.csv
@@ -0,0 +1,25 @@
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diff --git a/outputs/compressed_operator_T50_width64_N160/summary.json b/outputs/compressed_operator_T50_width64_N160/summary.json
new file mode 100644
index 0000000..eabe6f2
--- /dev/null
+++ b/outputs/compressed_operator_T50_width64_N160/summary.json
@@ -0,0 +1,457 @@
+{
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diff --git a/outputs/compressed_operator_T50_width64_N192/compressed_operator_rows.csv b/outputs/compressed_operator_T50_width64_N192/compressed_operator_rows.csv
new file mode 100644
index 0000000..83057cd
--- /dev/null
+++ b/outputs/compressed_operator_T50_width64_N192/compressed_operator_rows.csv
@@ -0,0 +1,25 @@
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diff --git a/outputs/compressed_operator_T50_width64_N192/summary.json b/outputs/compressed_operator_T50_width64_N192/summary.json
new file mode 100644
index 0000000..e7adc28
--- /dev/null
+++ b/outputs/compressed_operator_T50_width64_N192/summary.json
@@ -0,0 +1,457 @@
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diff --git a/outputs/compressed_operator_T50_width64_N224/compressed_operator_rows.csv b/outputs/compressed_operator_T50_width64_N224/compressed_operator_rows.csv
new file mode 100644
index 0000000..c40c5c4
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diff --git a/outputs/compressed_operator_T50_width64_N224/summary.json b/outputs/compressed_operator_T50_width64_N224/summary.json
new file mode 100644
index 0000000..5d1495d
--- /dev/null
+++ b/outputs/compressed_operator_T50_width64_N224/summary.json
@@ -0,0 +1,457 @@
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diff --git a/outputs/compressed_operator_T50_width64_N256/compressed_operator_rows.csv b/outputs/compressed_operator_T50_width64_N256/compressed_operator_rows.csv
new file mode 100644
index 0000000..14633f5
--- /dev/null
+++ b/outputs/compressed_operator_T50_width64_N256/compressed_operator_rows.csv
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diff --git a/outputs/compressed_operator_T50_width64_N256/summary.json b/outputs/compressed_operator_T50_width64_N256/summary.json
new file mode 100644
index 0000000..6be2f63
--- /dev/null
+++ b/outputs/compressed_operator_T50_width64_N256/summary.json
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diff --git a/outputs/compressed_operator_T50_width64_N320/compressed_operator_rows.csv b/outputs/compressed_operator_T50_width64_N320/compressed_operator_rows.csv
new file mode 100644
index 0000000..9020a48
--- /dev/null
+++ b/outputs/compressed_operator_T50_width64_N320/compressed_operator_rows.csv
@@ -0,0 +1,25 @@
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diff --git a/outputs/compressed_operator_T50_width64_N320/summary.json b/outputs/compressed_operator_T50_width64_N320/summary.json
new file mode 100644
index 0000000..f8f7601
--- /dev/null
+++ b/outputs/compressed_operator_T50_width64_N320/summary.json
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diff --git a/outputs/compressed_operator_T50_width64_N64/compressed_operator_rows.csv b/outputs/compressed_operator_T50_width64_N64/compressed_operator_rows.csv
new file mode 100644
index 0000000..e436abe
--- /dev/null
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diff --git a/outputs/compressed_operator_T50_width64_N64/summary.json b/outputs/compressed_operator_T50_width64_N64/summary.json
new file mode 100644
index 0000000..2bf353c
--- /dev/null
+++ b/outputs/compressed_operator_T50_width64_N64/summary.json
@@ -0,0 +1,457 @@
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diff --git a/outputs/compressed_operator_T50_width64_N96/compressed_operator_rows.csv b/outputs/compressed_operator_T50_width64_N96/compressed_operator_rows.csv
new file mode 100644
index 0000000..b66c1a2
--- /dev/null
+++ b/outputs/compressed_operator_T50_width64_N96/compressed_operator_rows.csv
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diff --git a/outputs/compressed_operator_T50_width64_N96/summary.json b/outputs/compressed_operator_T50_width64_N96/summary.json
new file mode 100644
index 0000000..6c89b49
--- /dev/null
+++ b/outputs/compressed_operator_T50_width64_N96/summary.json
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diff --git a/outputs/compressed_operator_retangent_T50_width64_N128/compressed_operator_rows.csv b/outputs/compressed_operator_retangent_T50_width64_N128/compressed_operator_rows.csv
new file mode 100644
index 0000000..419572e
--- /dev/null
+++ b/outputs/compressed_operator_retangent_T50_width64_N128/compressed_operator_rows.csv
@@ -0,0 +1,25 @@
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diff --git a/outputs/compressed_operator_retangent_T50_width64_N128/summary.json b/outputs/compressed_operator_retangent_T50_width64_N128/summary.json
new file mode 100644
index 0000000..4850a44
--- /dev/null
+++ b/outputs/compressed_operator_retangent_T50_width64_N128/summary.json
@@ -0,0 +1,649 @@
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diff --git a/outputs/compressed_operator_retangent_T50_width64_N160/compressed_operator_rows.csv b/outputs/compressed_operator_retangent_T50_width64_N160/compressed_operator_rows.csv
new file mode 100644
index 0000000..2283f21
--- /dev/null
+++ b/outputs/compressed_operator_retangent_T50_width64_N160/compressed_operator_rows.csv
@@ -0,0 +1,25 @@
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diff --git a/outputs/compressed_operator_retangent_T50_width64_N160/summary.json b/outputs/compressed_operator_retangent_T50_width64_N160/summary.json
new file mode 100644
index 0000000..c94a391
--- /dev/null
+++ b/outputs/compressed_operator_retangent_T50_width64_N160/summary.json
@@ -0,0 +1,649 @@
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diff --git a/outputs/compressed_operator_retangent_T50_width64_N192/compressed_operator_rows.csv b/outputs/compressed_operator_retangent_T50_width64_N192/compressed_operator_rows.csv
new file mode 100644
index 0000000..68c7cde
--- /dev/null
+++ b/outputs/compressed_operator_retangent_T50_width64_N192/compressed_operator_rows.csv
@@ -0,0 +1,25 @@
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diff --git a/outputs/compressed_operator_retangent_T50_width64_N192/summary.json b/outputs/compressed_operator_retangent_T50_width64_N192/summary.json
new file mode 100644
index 0000000..83158c2
--- /dev/null
+++ b/outputs/compressed_operator_retangent_T50_width64_N192/summary.json
@@ -0,0 +1,649 @@
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diff --git a/outputs/compressed_operator_retangent_T50_width64_N224/compressed_operator_rows.csv b/outputs/compressed_operator_retangent_T50_width64_N224/compressed_operator_rows.csv
new file mode 100644
index 0000000..802325b
--- /dev/null
+++ b/outputs/compressed_operator_retangent_T50_width64_N224/compressed_operator_rows.csv
@@ -0,0 +1,25 @@
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diff --git a/outputs/compressed_operator_retangent_T50_width64_N224/summary.json b/outputs/compressed_operator_retangent_T50_width64_N224/summary.json
new file mode 100644
index 0000000..c48b1fd
--- /dev/null
+++ b/outputs/compressed_operator_retangent_T50_width64_N224/summary.json
@@ -0,0 +1,649 @@
+{
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diff --git a/outputs/compressed_operator_retangent_T50_width64_N256/compressed_operator_rows.csv b/outputs/compressed_operator_retangent_T50_width64_N256/compressed_operator_rows.csv
new file mode 100644
index 0000000..6581eb9
--- /dev/null
+++ b/outputs/compressed_operator_retangent_T50_width64_N256/compressed_operator_rows.csv
@@ -0,0 +1,25 @@
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diff --git a/outputs/compressed_operator_retangent_T50_width64_N256/summary.json b/outputs/compressed_operator_retangent_T50_width64_N256/summary.json
new file mode 100644
index 0000000..881dfea
--- /dev/null
+++ b/outputs/compressed_operator_retangent_T50_width64_N256/summary.json
@@ -0,0 +1,649 @@
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diff --git a/outputs/compressed_operator_retangent_T50_width64_N320/compressed_operator_rows.csv b/outputs/compressed_operator_retangent_T50_width64_N320/compressed_operator_rows.csv
new file mode 100644
index 0000000..34d9b5b
--- /dev/null
+++ b/outputs/compressed_operator_retangent_T50_width64_N320/compressed_operator_rows.csv
@@ -0,0 +1,25 @@
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diff --git a/outputs/compressed_operator_retangent_T50_width64_N320/summary.json b/outputs/compressed_operator_retangent_T50_width64_N320/summary.json
new file mode 100644
index 0000000..959b842
--- /dev/null
+++ b/outputs/compressed_operator_retangent_T50_width64_N320/summary.json
@@ -0,0 +1,649 @@
+{
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diff --git a/outputs/compressed_operator_retangent_T50_width64_N64/compressed_operator_rows.csv b/outputs/compressed_operator_retangent_T50_width64_N64/compressed_operator_rows.csv
new file mode 100644
index 0000000..1e0bfe4
--- /dev/null
+++ b/outputs/compressed_operator_retangent_T50_width64_N64/compressed_operator_rows.csv
@@ -0,0 +1,25 @@
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diff --git a/outputs/compressed_operator_retangent_T50_width64_N64/summary.json b/outputs/compressed_operator_retangent_T50_width64_N64/summary.json
new file mode 100644
index 0000000..ccbc557
--- /dev/null
+++ b/outputs/compressed_operator_retangent_T50_width64_N64/summary.json
@@ -0,0 +1,649 @@
+{
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diff --git a/outputs/compressed_operator_retangent_T50_width64_N96/compressed_operator_rows.csv b/outputs/compressed_operator_retangent_T50_width64_N96/compressed_operator_rows.csv
new file mode 100644
index 0000000..7f02036
--- /dev/null
+++ b/outputs/compressed_operator_retangent_T50_width64_N96/compressed_operator_rows.csv
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diff --git a/outputs/compressed_operator_retangent_T50_width64_N96/summary.json b/outputs/compressed_operator_retangent_T50_width64_N96/summary.json
new file mode 100644
index 0000000..ebfe0dc
--- /dev/null
+++ b/outputs/compressed_operator_retangent_T50_width64_N96/summary.json
@@ -0,0 +1,649 @@
+{
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diff --git a/outputs/compressed_operator_s20_256traj_T50_width64_N128/compressed_operator_rows.csv b/outputs/compressed_operator_s20_256traj_T50_width64_N128/compressed_operator_rows.csv
new file mode 100644
index 0000000..ccf992d
--- /dev/null
+++ b/outputs/compressed_operator_s20_256traj_T50_width64_N128/compressed_operator_rows.csv
@@ -0,0 +1,33 @@
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diff --git a/outputs/compressed_operator_s20_256traj_T50_width64_N128/summary.json b/outputs/compressed_operator_s20_256traj_T50_width64_N128/summary.json
new file mode 100644
index 0000000..e8b387e
--- /dev/null
+++ b/outputs/compressed_operator_s20_256traj_T50_width64_N128/summary.json
@@ -0,0 +1,855 @@
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+}
diff --git a/outputs/compressed_operator_s20_256traj_T50_width64_N160/compressed_operator_rows.csv b/outputs/compressed_operator_s20_256traj_T50_width64_N160/compressed_operator_rows.csv
new file mode 100644
index 0000000..b2e2a02
--- /dev/null
+++ b/outputs/compressed_operator_s20_256traj_T50_width64_N160/compressed_operator_rows.csv
@@ -0,0 +1,33 @@
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diff --git a/outputs/compressed_operator_s20_256traj_T50_width64_N160/summary.json b/outputs/compressed_operator_s20_256traj_T50_width64_N160/summary.json
new file mode 100644
index 0000000..af919c8
--- /dev/null
+++ b/outputs/compressed_operator_s20_256traj_T50_width64_N160/summary.json
@@ -0,0 +1,855 @@
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+      "retangent_gap_error": 0.004129223981946151
+    }
+  ]
+}
diff --git a/outputs/compressed_operator_s20_256traj_T50_width64_N192/compressed_operator_rows.csv b/outputs/compressed_operator_s20_256traj_T50_width64_N192/compressed_operator_rows.csv
new file mode 100644
index 0000000..228bd1c
--- /dev/null
+++ b/outputs/compressed_operator_s20_256traj_T50_width64_N192/compressed_operator_rows.csv
@@ -0,0 +1,33 @@
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diff --git a/outputs/compressed_operator_s20_256traj_T50_width64_N192/summary.json b/outputs/compressed_operator_s20_256traj_T50_width64_N192/summary.json
new file mode 100644
index 0000000..c21b189
--- /dev/null
+++ b/outputs/compressed_operator_s20_256traj_T50_width64_N192/summary.json
@@ -0,0 +1,855 @@
+{
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+    "output_dim": 4,
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+    "train_samples": 192,
+    "test_samples": 512,
+    "target_steps": 50,
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+    "init_seeds": 4,
+    "feedback_seeds": 8,
+    "data_seed": 123,
+    "feedback_scale": "relu",
+    "device": "cpu",
+    "torch_threads": 4,
+    "outdir": "outputs/compressed_operator_s20_256traj_T50_width64_N192"
+  },
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diff --git a/outputs/compressed_operator_s20_256traj_T50_width64_N224/compressed_operator_rows.csv b/outputs/compressed_operator_s20_256traj_T50_width64_N224/compressed_operator_rows.csv
new file mode 100644
index 0000000..472b178
--- /dev/null
+++ b/outputs/compressed_operator_s20_256traj_T50_width64_N224/compressed_operator_rows.csv
@@ -0,0 +1,33 @@
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diff --git a/outputs/compressed_operator_s20_256traj_T50_width64_N224/summary.json b/outputs/compressed_operator_s20_256traj_T50_width64_N224/summary.json
new file mode 100644
index 0000000..832b3dd
--- /dev/null
+++ b/outputs/compressed_operator_s20_256traj_T50_width64_N224/summary.json
@@ -0,0 +1,855 @@
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diff --git a/outputs/compressed_operator_s20_256traj_T50_width64_N256/compressed_operator_rows.csv b/outputs/compressed_operator_s20_256traj_T50_width64_N256/compressed_operator_rows.csv
new file mode 100644
index 0000000..c455c2a
--- /dev/null
+++ b/outputs/compressed_operator_s20_256traj_T50_width64_N256/compressed_operator_rows.csv
@@ -0,0 +1,33 @@
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diff --git a/outputs/compressed_operator_s20_256traj_T50_width64_N256/summary.json b/outputs/compressed_operator_s20_256traj_T50_width64_N256/summary.json
new file mode 100644
index 0000000..4f01e43
--- /dev/null
+++ b/outputs/compressed_operator_s20_256traj_T50_width64_N256/summary.json
@@ -0,0 +1,855 @@
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diff --git a/outputs/compressed_operator_s20_256traj_T50_width64_N320/compressed_operator_rows.csv b/outputs/compressed_operator_s20_256traj_T50_width64_N320/compressed_operator_rows.csv
new file mode 100644
index 0000000..49e0c0f
--- /dev/null
+++ b/outputs/compressed_operator_s20_256traj_T50_width64_N320/compressed_operator_rows.csv
@@ -0,0 +1,33 @@
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diff --git a/outputs/compressed_operator_s20_256traj_T50_width64_N320/summary.json b/outputs/compressed_operator_s20_256traj_T50_width64_N320/summary.json
new file mode 100644
index 0000000..ddb6c64
--- /dev/null
+++ b/outputs/compressed_operator_s20_256traj_T50_width64_N320/summary.json
@@ -0,0 +1,855 @@
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+}
diff --git a/outputs/compressed_operator_s20_256traj_T50_width64_N64/compressed_operator_rows.csv b/outputs/compressed_operator_s20_256traj_T50_width64_N64/compressed_operator_rows.csv
new file mode 100644
index 0000000..7ab814b
--- /dev/null
+++ b/outputs/compressed_operator_s20_256traj_T50_width64_N64/compressed_operator_rows.csv
@@ -0,0 +1,33 @@
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diff --git a/outputs/compressed_operator_s20_256traj_T50_width64_N64/summary.json b/outputs/compressed_operator_s20_256traj_T50_width64_N64/summary.json
new file mode 100644
index 0000000..8d029b1
--- /dev/null
+++ b/outputs/compressed_operator_s20_256traj_T50_width64_N64/summary.json
@@ -0,0 +1,855 @@
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diff --git a/outputs/compressed_operator_s20_256traj_T50_width64_N96/compressed_operator_rows.csv b/outputs/compressed_operator_s20_256traj_T50_width64_N96/compressed_operator_rows.csv
new file mode 100644
index 0000000..dd7a2a8
--- /dev/null
+++ b/outputs/compressed_operator_s20_256traj_T50_width64_N96/compressed_operator_rows.csv
@@ -0,0 +1,33 @@
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diff --git a/outputs/compressed_operator_s20_256traj_T50_width64_N96/summary.json b/outputs/compressed_operator_s20_256traj_T50_width64_N96/summary.json
new file mode 100644
index 0000000..6c79ee6
--- /dev/null
+++ b/outputs/compressed_operator_s20_256traj_T50_width64_N96/summary.json
@@ -0,0 +1,855 @@
+{
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diff --git a/outputs/early_directional_predictors_T50_width64_N128/early_kernel_predictors.csv b/outputs/early_directional_predictors_T50_width64_N128/early_kernel_predictors.csv
new file mode 100644
index 0000000..efec746
--- /dev/null
+++ b/outputs/early_directional_predictors_T50_width64_N128/early_kernel_predictors.csv
@@ -0,0 +1,25 @@
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diff --git a/outputs/early_directional_predictors_T50_width64_N128/summary.json b/outputs/early_directional_predictors_T50_width64_N128/summary.json
new file mode 100644
index 0000000..4511acb
--- /dev/null
+++ b/outputs/early_directional_predictors_T50_width64_N128/summary.json
@@ -0,0 +1,601 @@
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diff --git a/outputs/early_directional_predictors_T50_width64_N160/early_kernel_predictors.csv b/outputs/early_directional_predictors_T50_width64_N160/early_kernel_predictors.csv
new file mode 100644
index 0000000..951e3fc
--- /dev/null
+++ b/outputs/early_directional_predictors_T50_width64_N160/early_kernel_predictors.csv
@@ -0,0 +1,25 @@
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diff --git a/outputs/early_directional_predictors_T50_width64_N160/summary.json b/outputs/early_directional_predictors_T50_width64_N160/summary.json
new file mode 100644
index 0000000..92cf9d4
--- /dev/null
+++ b/outputs/early_directional_predictors_T50_width64_N160/summary.json
@@ -0,0 +1,601 @@
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diff --git a/outputs/early_directional_predictors_T50_width64_N192/early_kernel_predictors.csv b/outputs/early_directional_predictors_T50_width64_N192/early_kernel_predictors.csv
new file mode 100644
index 0000000..2c76767
--- /dev/null
+++ b/outputs/early_directional_predictors_T50_width64_N192/early_kernel_predictors.csv
@@ -0,0 +1,25 @@
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diff --git a/outputs/early_directional_predictors_T50_width64_N192/summary.json b/outputs/early_directional_predictors_T50_width64_N192/summary.json
new file mode 100644
index 0000000..2ff0b19
--- /dev/null
+++ b/outputs/early_directional_predictors_T50_width64_N192/summary.json
@@ -0,0 +1,601 @@
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diff --git a/outputs/early_directional_predictors_T50_width64_N224/early_kernel_predictors.csv b/outputs/early_directional_predictors_T50_width64_N224/early_kernel_predictors.csv
new file mode 100644
index 0000000..bfd425d
--- /dev/null
+++ b/outputs/early_directional_predictors_T50_width64_N224/early_kernel_predictors.csv
@@ -0,0 +1,25 @@
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diff --git a/outputs/early_directional_predictors_T50_width64_N224/summary.json b/outputs/early_directional_predictors_T50_width64_N224/summary.json
new file mode 100644
index 0000000..e6e39db
--- /dev/null
+++ b/outputs/early_directional_predictors_T50_width64_N224/summary.json
@@ -0,0 +1,601 @@
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diff --git a/outputs/early_directional_predictors_T50_width64_N256/early_kernel_predictors.csv b/outputs/early_directional_predictors_T50_width64_N256/early_kernel_predictors.csv
new file mode 100644
index 0000000..729db1e
--- /dev/null
+++ b/outputs/early_directional_predictors_T50_width64_N256/early_kernel_predictors.csv
@@ -0,0 +1,25 @@
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diff --git a/outputs/early_directional_predictors_T50_width64_N256/summary.json b/outputs/early_directional_predictors_T50_width64_N256/summary.json
new file mode 100644
index 0000000..dd7a75e
--- /dev/null
+++ b/outputs/early_directional_predictors_T50_width64_N256/summary.json
@@ -0,0 +1,601 @@
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diff --git a/outputs/early_directional_predictors_T50_width64_N320/early_kernel_predictors.csv b/outputs/early_directional_predictors_T50_width64_N320/early_kernel_predictors.csv
new file mode 100644
index 0000000..7bd8fec
--- /dev/null
+++ b/outputs/early_directional_predictors_T50_width64_N320/early_kernel_predictors.csv
@@ -0,0 +1,25 @@
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diff --git a/outputs/early_directional_predictors_T50_width64_N320/summary.json b/outputs/early_directional_predictors_T50_width64_N320/summary.json
new file mode 100644
index 0000000..3c4e2dc
--- /dev/null
+++ b/outputs/early_directional_predictors_T50_width64_N320/summary.json
@@ -0,0 +1,601 @@
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diff --git a/outputs/early_directional_predictors_T50_width64_N64/early_kernel_predictors.csv b/outputs/early_directional_predictors_T50_width64_N64/early_kernel_predictors.csv
new file mode 100644
index 0000000..c7af5e6
--- /dev/null
+++ b/outputs/early_directional_predictors_T50_width64_N64/early_kernel_predictors.csv
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diff --git a/outputs/early_directional_predictors_T50_width64_N64/summary.json b/outputs/early_directional_predictors_T50_width64_N64/summary.json
new file mode 100644
index 0000000..4e38280
--- /dev/null
+++ b/outputs/early_directional_predictors_T50_width64_N64/summary.json
@@ -0,0 +1,601 @@
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diff --git a/outputs/early_directional_predictors_T50_width64_N96/early_kernel_predictors.csv b/outputs/early_directional_predictors_T50_width64_N96/early_kernel_predictors.csv
new file mode 100644
index 0000000..e1f591f
--- /dev/null
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diff --git a/outputs/early_directional_predictors_T50_width64_N96/summary.json b/outputs/early_directional_predictors_T50_width64_N96/summary.json
new file mode 100644
index 0000000..0cd0e51
--- /dev/null
+++ b/outputs/early_directional_predictors_T50_width64_N96/summary.json
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diff --git a/outputs/early_kernel_predictors_T50_N128_32runs/early_kernel_predictors.csv b/outputs/early_kernel_predictors_T50_N128_32runs/early_kernel_predictors.csv
new file mode 100644
index 0000000..29ad663
--- /dev/null
+++ b/outputs/early_kernel_predictors_T50_N128_32runs/early_kernel_predictors.csv
@@ -0,0 +1,97 @@
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diff --git a/outputs/early_kernel_predictors_T50_N128_32runs/summary.json b/outputs/early_kernel_predictors_T50_N128_32runs/summary.json
new file mode 100644
index 0000000..bbe9c1a
--- /dev/null
+++ b/outputs/early_kernel_predictors_T50_N128_32runs/summary.json
@@ -0,0 +1,2041 @@
+{
+  "config": {
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+    "output_dim": 4,
+    "width": 64,
+    "train_samples": 128,
+    "test_samples": 512,
+    "target_steps": 50,
+    "early_steps": [
+      1,
+      2,
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diff --git a/outputs/finite_time_kernel_probe_T50_N128_8runs/finite_time_kernel_rows.csv b/outputs/finite_time_kernel_probe_T50_N128_8runs/finite_time_kernel_rows.csv
new file mode 100644
index 0000000..043fd99
--- /dev/null
+++ b/outputs/finite_time_kernel_probe_T50_N128_8runs/finite_time_kernel_rows.csv
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diff --git a/outputs/finite_time_kernel_probe_T50_N128_8runs/summary.json b/outputs/finite_time_kernel_probe_T50_N128_8runs/summary.json
new file mode 100644
index 0000000..ff27133
--- /dev/null
+++ b/outputs/finite_time_kernel_probe_T50_N128_8runs/summary.json
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+}
diff --git a/outputs/operator_stress_grid_summary/stress_grid_metrics.csv b/outputs/operator_stress_grid_summary/stress_grid_metrics.csv
new file mode 100644
index 0000000..6d7077d
--- /dev/null
+++ b/outputs/operator_stress_grid_summary/stress_grid_metrics.csv
@@ -0,0 +1,8 @@
+setting,hidden_layers,width,target_steps,early_steps,rows,fixed_mae,fixed_bias,compressed_mae,compressed_bias,linear_mae,linear_bias,retangent_mae,retangent_bias,linear_corr

+d1_w64_T50_s20,1,64,50,20,40,0.0038622513979455096,0.0038622513979455096,0.003580001158800957,0.003580001158800957,0.00023251101697360768,-0.00023251101697360768,0.0011615629842809173,0.0011615629842809173,0.9998912371356882

+d2_w32_T50_s20,2,32,50,20,40,0.04710978229084342,0.04710978229084342,0.04407582273084548,0.04407582273084548,0.005652453000315861,-0.005374610735502416,0.013333346791010583,0.013333346791010583,0.9940769146431938

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+d2_w64_T25_s10,2,64,25,10,40,0.020808286914497764,0.020808286914497764,0.017876355627118333,0.017876355627118333,0.0027218410979861257,-0.002668195828430146,0.005084192792327144,0.005084192792327144,0.9990741133453243

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diff --git a/outputs/operator_stress_grid_summary/stress_grid_rows.csv b/outputs/operator_stress_grid_summary/stress_grid_rows.csv
new file mode 100644
index 0000000..bf37c9a
--- /dev/null
+++ b/outputs/operator_stress_grid_summary/stress_grid_rows.csv
@@ -0,0 +1,497 @@
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+2,64,96,10003,103007,50,20,2.8643001638632044,3.06211283992948,0.1978126760662752,2.8462353110013674,3.065740784305941,0.219505473304574,3.056684798766385,0.2104494877650178,2.863542553452888,3.063033739077364,0.1994911856244758,2.8577929878536867,3.0636468494122044,0.2058538615585177,0.0294677189733306,0.0014733859486665,0.0216927972382987,0.0126368116987425,0.0016785095582005,0.0080411854922424,d2_w64_T50_s20_256traj,642.0
diff --git a/outputs/tables/snapshot_location.tex b/outputs/tables/snapshot_location.tex
new file mode 100644
index 0000000..9383c0a
--- /dev/null
+++ b/outputs/tables/snapshot_location.tex
@@ -0,0 +1,9 @@
+\begin{tabular}{@{}rccccc@{}}
+\toprule
+\(s\) & \(s/T\) & Frozen & Linear & Relin.\ & Corr.\ \\
+\midrule
+5 & 0.1 & 0.02411 & 0.01221 & 0.01713 & 0.98116 \\
+10 & 0.2 & 0.02411 & 0.00902 & 0.01172 & 0.99208 \\
+20 & 0.4 & 0.02411 & 0.00268 & 0.00572 & 0.99897 \\
+\bottomrule
+\end{tabular}
diff --git a/outputs/tables/stress_grid.tex b/outputs/tables/stress_grid.tex
new file mode 100644
index 0000000..2926c7d
--- /dev/null
+++ b/outputs/tables/stress_grid.tex
@@ -0,0 +1,13 @@
+\begin{tabular}{@{}rrrrrcccc@{}}
+\toprule
+\(d\) & \(w\) & \(T\) & \(s\) & Rows & Frozen MAE & Linear MAE & Relin.\ MAE & Linear corr.\ \\
+\midrule
+1 & 64 & 50 & 20 & 40 & 0.00386 & 0.00023 & 0.00116 & 0.99989 \\
+2 & 32 & 50 & 20 & 40 & 0.04711 & 0.00565 & 0.01333 & 0.99408 \\
+2 & 64 & 100 & 40 & 40 & 0.03438 & 0.00265 & 0.00810 & 0.99865 \\
+2 & 64 & 25 & 10 & 40 & 0.02081 & 0.00272 & 0.00508 & 0.99907 \\
+2 & 64 & 50 & 20 & 256 & 0.01849 & 0.00189 & 0.00487 & 0.99885 \\
+2 & 96 & 50 & 20 & 40 & 0.01691 & 0.00179 & 0.00400 & 0.99863 \\
+3 & 64 & 50 & 20 & 40 & 0.05167 & 0.00505 & 0.01245 & 0.99855 \\
+\bottomrule
+\end{tabular}
diff --git a/outputs/tables/train_size_predictors.tex b/outputs/tables/train_size_predictors.tex
new file mode 100644
index 0000000..7823d52
--- /dev/null
+++ b/outputs/tables/train_size_predictors.tex
@@ -0,0 +1,14 @@
+\begin{tabular}{@{}rcccc@{}}
+\toprule
+\(N\) & Measured & Frozen & Linear & Relin.\ \\
+\midrule
+64 & 0.18705 & 0.02544 & 0.00162 & 0.00821 \\
+96 & 0.14843 & 0.02147 & 0.00258 & 0.00565 \\
+128 & 0.11999 & 0.02063 & 0.00189 & 0.00524 \\
+160 & 0.10845 & 0.01745 & 0.00188 & 0.00454 \\
+192 & 0.10477 & 0.01619 & 0.00156 & 0.00424 \\
+224 & 0.09378 & 0.01580 & 0.00235 & 0.00355 \\
+256 & 0.09797 & 0.01559 & 0.00155 & 0.00387 \\
+320 & 0.08948 & 0.01533 & 0.00173 & 0.00365 \\
+\bottomrule
+\end{tabular}
diff --git a/scripts/generate_paper_tables.py b/scripts/generate_paper_tables.py
index 95a67c8..3ef9ff7 100644
--- a/scripts/generate_paper_tables.py
+++ b/scripts/generate_paper_tables.py
@@ -194,6 +194,98 @@ def teacher_table(teacher_dir: Path, outdir: Path) -> None:
     write_fragment(outdir / "teacher_nested_se.tex", lines)
 
 
+TRAIN_SIZES = [64, 96, 128, 160, 192, 224, 256, 320]
+
+
+def _corr(xs: list[float], ys: list[float]) -> float:
+    mx, my = statistics.mean(xs), statistics.mean(ys)
+    cov = sum((x - mx) * (y - my) for x, y in zip(xs, ys))
+    return cov / math.sqrt(
+        sum((x - mx) ** 2 for x in xs) * sum((y - my) ** 2 for y in ys)
+    )
+
+
+def train_size_table(outputs: Path, outdir: Path) -> None:
+    lines = [
+        r"\begin{tabular}{@{}rcccc@{}}",
+        r"\toprule",
+        r"\(N\) & Measured & Frozen & Linear & Relin.\ \\",
+        r"\midrule",
+    ]
+    for n in TRAIN_SIZES:
+        rows = read_rows(
+            outputs
+            / f"compressed_operator_s20_256traj_T50_width64_N{n}"
+            / "compressed_operator_rows.csv"
+        )
+        measured = [float(r["empirical_gap"]) for r in rows]
+        maes = {
+            field: statistics.mean(
+                abs(float(r[field]) - m) for r, m in zip(rows, measured)
+            )
+            for field in ("fixed_gap", "linear_gap", "retangent_gap")
+        }
+        lines.append(
+            f"{n} & {statistics.mean(measured):.5f} & {maes['fixed_gap']:.5f} & "
+            f"{maes['linear_gap']:.5f} & {maes['retangent_gap']:.5f} \\\\"
+        )
+    lines += [r"\bottomrule", r"\end{tabular}"]
+    write_fragment(outdir / "train_size_predictors.tex", lines)
+
+
+def snapshot_location_table(outputs: Path, outdir: Path) -> None:
+    rows = [
+        r
+        for n in TRAIN_SIZES
+        for r in read_rows(
+            outputs
+            / f"compressed_operator_retangent_T50_width64_N{n}"
+            / "compressed_operator_rows.csv"
+        )
+    ]
+    lines = [
+        r"\begin{tabular}{@{}rccccc@{}}",
+        r"\toprule",
+        r"\(s\) & \(s/T\) & Frozen & Linear & Relin.\ & Corr.\ \\",
+        r"\midrule",
+    ]
+    for s in ("5", "10", "20"):
+        sub = [r for r in rows if r["early_steps"] == s]
+        measured = [float(r["empirical_gap"]) for r in sub]
+        maes = {
+            field: statistics.mean(
+                abs(float(r[field]) - m) for r, m in zip(sub, measured)
+            )
+            for field in ("fixed_gap", "linear_gap", "retangent_gap")
+        }
+        corr = _corr([float(r["linear_gap"]) for r in sub], measured)
+        lines.append(
+            f"{s} & {int(s)/50:.1f} & {maes['fixed_gap']:.5f} & "
+            f"{maes['linear_gap']:.5f} & {maes['retangent_gap']:.5f} & {corr:.5f} \\\\"
+        )
+    lines += [r"\bottomrule", r"\end{tabular}"]
+    write_fragment(outdir / "snapshot_location.tex", lines)
+
+
+def stress_grid_table(outputs: Path, outdir: Path) -> None:
+    rows = read_rows(outputs / "operator_stress_grid_summary" / "stress_grid_metrics.csv")
+    lines = [
+        r"\begin{tabular}{@{}rrrrrcccc@{}}",
+        r"\toprule",
+        r"\(d\) & \(w\) & \(T\) & \(s\) & Rows & Frozen MAE & Linear MAE & Relin.\ MAE & Linear corr.\ \\",
+        r"\midrule",
+    ]
+    for row in rows:
+        lines.append(
+            f"{int(row['hidden_layers'])} & {int(row['width'])} & "
+            f"{int(row['target_steps'])} & {int(row['early_steps'])} & {int(row['rows'])} & "
+            f"{float(row['fixed_mae']):.5f} & {float(row['linear_mae']):.5f} & "
+            f"{float(row['retangent_mae']):.5f} & {float(row['linear_corr']):.5f} \\\\"
+        )
+    lines += [r"\bottomrule", r"\end{tabular}"]
+    write_fragment(outdir / "stress_grid.tex", lines)
+
+
 def main() -> None:
     args = parse_args()
     initialization_table(args.depth_dir, args.outdir)
@@ -201,6 +293,10 @@ def main() -> None:
     cnn_table(args.cnn_dir, args.outdir)
     learning_rate_table(args.lr_dir, args.outdir)
     teacher_table(args.teacher_dir, args.outdir)
+    outputs = args.depth_dir.parent
+    train_size_table(outputs, args.outdir)
+    snapshot_location_table(outputs, args.outdir)
+    stress_grid_table(outputs, args.outdir)
 
 
 if __name__ == "__main__":