Track learning-rate and parameter-matched row-level outputs

Pulled from the original experiment machine. These are the authoritative
source rows behind the Appendix H tables (regime_summary matches the
paper values; the depth-3 compensated gap rounds to 0.16262).

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

1 files changed, 81 insertions, 0 deletions

diff --git a/outputs/parameter_matched_depth_control/summary.json b/outputs/parameter_matched_depth_control/summary.json
new file mode 100644
index 0000000..49d6503
--- /dev/null
+++ b/outputs/parameter_matched_depth_control/summary.json
@@ -0,0 +1,81 @@
+{
+  "config": {
+    "depths": [
+      1,
+      2,
+      3,
+      4,
+      6
+    ],
+    "reference_depth": 2,
+    "reference_width": 64,
+    "input_dim": 16,
+    "output_dim": 4,
+    "train_samples": 64,
+    "data_seed": 2027,
+    "init_seeds": 4,
+    "feedback_seeds": 8,
+    "lr": 0.001,
+    "horizon": 50,
+    "early_step": 20,
+    "feedback_scale": "relu",
+    "torch_threads": 16,
+    "outdir": "outputs/parameter_matched_depth_control"
+  },
+  "target_parameter_count": 5376,
+  "widths": {
+    "1": 269,
+    "2": 64,
+    "3": 47,
+    "4": 39,
+    "6": 31
+  },
+  "rows": 160,
+  "summary": [
+    {
+      "depth": 1,
+      "width": 269,
+      "parameter_count": 5380,
+      "parameter_count_error": 4,
+      "rows": 32,
+      "empirical_gap_mean": 0.026953786074590577,
+      "empirical_gap_sem": 0.0022553504520306977
+    },
+    {
+      "depth": 2,
+      "width": 64,
+      "parameter_count": 5376,
+      "parameter_count_error": 0,
+      "rows": 32,
+      "empirical_gap_mean": 0.15269740556020456,
+      "empirical_gap_sem": 0.008216419464559012
+    },
+    {
+      "depth": 3,
+      "width": 47,
+      "parameter_count": 5358,
+      "parameter_count_error": -18,
+      "rows": 32,
+      "empirical_gap_mean": 0.18856967743462033,
+      "empirical_gap_sem": 0.018802584522977586
+    },
+    {
+      "depth": 4,
+      "width": 39,
+      "parameter_count": 5343,
+      "parameter_count_error": -33,
+      "rows": 32,
+      "empirical_gap_mean": 0.3759898486718967,
+      "empirical_gap_sem": 0.08952657011258613
+    },
+    {
+      "depth": 6,
+      "width": 31,
+      "parameter_count": 5425,
+      "parameter_count_error": 49,
+      "rows": 32,
+      "empirical_gap_mean": 0.21024145069120792,
+      "empirical_gap_sem": 0.029533408014583252
+    }
+  ]
+}