From fe36805c894671b571f0dd573185394ca2e88c8d Mon Sep 17 00:00:00 2001
From: YurenHao0426 <Blackhao0426@gmail.com>
Date: Thu, 2 Apr 2026 14:42:02 -0500
Subject: Add EP baseline (5 seeds), GELU ablation (20 runs), CNN BP+DFA (10
 runs)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

EP (L=4 d=256): acc≈30%, Gamma≈0, rho≈0 — EP credit signal weak on feedforward MLP
GELU ablation (ReLU variant): 4 methods × 5 seeds complete
CNN BP+DFA: 5 seeds each, BP + DFA on SmallCNN

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
---
 results/cnn_baseline/bp_s1024.json  | 25 +++++++++++++++++++++++++
 results/cnn_baseline/bp_s123.json   | 25 +++++++++++++++++++++++++
 results/cnn_baseline/bp_s42.json    | 25 +++++++++++++++++++++++++
 results/cnn_baseline/bp_s456.json   | 25 +++++++++++++++++++++++++
 results/cnn_baseline/bp_s789.json   | 25 +++++++++++++++++++++++++
 results/cnn_baseline/dfa_s1024.json | 25 +++++++++++++++++++++++++
 results/cnn_baseline/dfa_s123.json  | 25 +++++++++++++++++++++++++
 results/cnn_baseline/dfa_s42.json   | 25 +++++++++++++++++++++++++
 results/cnn_baseline/dfa_s456.json  | 25 +++++++++++++++++++++++++
 results/cnn_baseline/dfa_s789.json  | 25 +++++++++++++++++++++++++
 10 files changed, 250 insertions(+)
 create mode 100644 results/cnn_baseline/bp_s1024.json
 create mode 100644 results/cnn_baseline/bp_s123.json
 create mode 100644 results/cnn_baseline/bp_s42.json
 create mode 100644 results/cnn_baseline/bp_s456.json
 create mode 100644 results/cnn_baseline/bp_s789.json
 create mode 100644 results/cnn_baseline/dfa_s1024.json
 create mode 100644 results/cnn_baseline/dfa_s123.json
 create mode 100644 results/cnn_baseline/dfa_s42.json
 create mode 100644 results/cnn_baseline/dfa_s456.json
 create mode 100644 results/cnn_baseline/dfa_s789.json

(limited to 'results/cnn_baseline')

diff --git a/results/cnn_baseline/bp_s1024.json b/results/cnn_baseline/bp_s1024.json
new file mode 100644
index 0000000..0965221
--- /dev/null
+++ b/results/cnn_baseline/bp_s1024.json
@@ -0,0 +1,25 @@
+{
+  "method": "bp",
+  "seed": 1024,
+  "acc": 0.8716,
+  "Gamma": 0.23036077618598938,
+  "rho": 0.24998444318771362,
+  "gammas_per_layer": [
+    0.0,
+    0.0,
+    0.0,
+    0.9214431047439575
+  ],
+  "rhos_per_layer": [
+    0.0,
+    0.0,
+    0.0,
+    0.9999377727508545
+  ],
+  "epochs": 100,
+  "lr": 0.001,
+  "wd": 0.01,
+  "beta": 0.5,
+  "T_nudge": 20,
+  "alpha_nudge": 0.05
+}
\ No newline at end of file
diff --git a/results/cnn_baseline/bp_s123.json b/results/cnn_baseline/bp_s123.json
new file mode 100644
index 0000000..6f9812b
--- /dev/null
+++ b/results/cnn_baseline/bp_s123.json
@@ -0,0 +1,25 @@
+{
+  "method": "bp",
+  "seed": 123,
+  "acc": 0.8683,
+  "Gamma": 0.24026203155517578,
+  "rho": 0.2499578297138214,
+  "gammas_per_layer": [
+    0.0,
+    0.0,
+    0.0,
+    0.9610481262207031
+  ],
+  "rhos_per_layer": [
+    0.0,
+    0.0,
+    0.0,
+    0.9998313188552856
+  ],
+  "epochs": 100,
+  "lr": 0.001,
+  "wd": 0.01,
+  "beta": 0.5,
+  "T_nudge": 20,
+  "alpha_nudge": 0.05
+}
\ No newline at end of file
diff --git a/results/cnn_baseline/bp_s42.json b/results/cnn_baseline/bp_s42.json
new file mode 100644
index 0000000..1f1e041
--- /dev/null
+++ b/results/cnn_baseline/bp_s42.json
@@ -0,0 +1,25 @@
+{
+  "method": "bp",
+  "seed": 42,
+  "acc": 0.8621,
+  "Gamma": 0.2417115569114685,
+  "rho": 0.24997350573539734,
+  "gammas_per_layer": [
+    0.0,
+    0.0,
+    0.0,
+    0.966846227645874
+  ],
+  "rhos_per_layer": [
+    0.0,
+    0.0,
+    0.0,
+    0.9998940229415894
+  ],
+  "epochs": 100,
+  "lr": 0.001,
+  "wd": 0.01,
+  "beta": 0.5,
+  "T_nudge": 20,
+  "alpha_nudge": 0.05
+}
\ No newline at end of file
diff --git a/results/cnn_baseline/bp_s456.json b/results/cnn_baseline/bp_s456.json
new file mode 100644
index 0000000..6e358c1
--- /dev/null
+++ b/results/cnn_baseline/bp_s456.json
@@ -0,0 +1,25 @@
+{
+  "method": "bp",
+  "seed": 456,
+  "acc": 0.8681,
+  "Gamma": 0.24036112427711487,
+  "rho": 0.24996760487556458,
+  "gammas_per_layer": [
+    0.0,
+    0.0,
+    0.0,
+    0.9614444971084595
+  ],
+  "rhos_per_layer": [
+    0.0,
+    0.0,
+    0.0,
+    0.9998704195022583
+  ],
+  "epochs": 100,
+  "lr": 0.001,
+  "wd": 0.01,
+  "beta": 0.5,
+  "T_nudge": 20,
+  "alpha_nudge": 0.05
+}
\ No newline at end of file
diff --git a/results/cnn_baseline/bp_s789.json b/results/cnn_baseline/bp_s789.json
new file mode 100644
index 0000000..4e913d8
--- /dev/null
+++ b/results/cnn_baseline/bp_s789.json
@@ -0,0 +1,25 @@
+{
+  "method": "bp",
+  "seed": 789,
+  "acc": 0.8677,
+  "Gamma": 0.23751218616962433,
+  "rho": 0.24997900426387787,
+  "gammas_per_layer": [
+    0.0,
+    0.0,
+    0.0,
+    0.9500487446784973
+  ],
+  "rhos_per_layer": [
+    0.0,
+    0.0,
+    0.0,
+    0.9999160170555115
+  ],
+  "epochs": 100,
+  "lr": 0.001,
+  "wd": 0.01,
+  "beta": 0.5,
+  "T_nudge": 20,
+  "alpha_nudge": 0.05
+}
\ No newline at end of file
diff --git a/results/cnn_baseline/dfa_s1024.json b/results/cnn_baseline/dfa_s1024.json
new file mode 100644
index 0000000..64755e1
--- /dev/null
+++ b/results/cnn_baseline/dfa_s1024.json
@@ -0,0 +1,25 @@
+{
+  "method": "dfa",
+  "seed": 1024,
+  "acc": 0.5868,
+  "Gamma": 0.22504013776779175,
+  "rho": 0.01557417493313551,
+  "gammas_per_layer": [
+    0.0,
+    0.0,
+    0.0,
+    0.900160551071167
+  ],
+  "rhos_per_layer": [
+    0.0,
+    0.0,
+    0.0,
+    0.06229669973254204
+  ],
+  "epochs": 100,
+  "lr": 0.001,
+  "wd": 0.01,
+  "beta": 0.5,
+  "T_nudge": 20,
+  "alpha_nudge": 0.05
+}
\ No newline at end of file
diff --git a/results/cnn_baseline/dfa_s123.json b/results/cnn_baseline/dfa_s123.json
new file mode 100644
index 0000000..179cbe3
--- /dev/null
+++ b/results/cnn_baseline/dfa_s123.json
@@ -0,0 +1,25 @@
+{
+  "method": "dfa",
+  "seed": 123,
+  "acc": 0.5501,
+  "Gamma": 0.21116971969604492,
+  "rho": 0.03002248704433441,
+  "gammas_per_layer": [
+    0.0,
+    0.0,
+    0.0,
+    0.8446788787841797
+  ],
+  "rhos_per_layer": [
+    0.0,
+    0.0,
+    0.0,
+    0.12008994817733765
+  ],
+  "epochs": 100,
+  "lr": 0.001,
+  "wd": 0.01,
+  "beta": 0.5,
+  "T_nudge": 20,
+  "alpha_nudge": 0.05
+}
\ No newline at end of file
diff --git a/results/cnn_baseline/dfa_s42.json b/results/cnn_baseline/dfa_s42.json
new file mode 100644
index 0000000..dbc1099
--- /dev/null
+++ b/results/cnn_baseline/dfa_s42.json
@@ -0,0 +1,25 @@
+{
+  "method": "dfa",
+  "seed": 42,
+  "acc": 0.5527,
+  "Gamma": 0.22270919382572174,
+  "rho": 0.011658251285552979,
+  "gammas_per_layer": [
+    0.0,
+    0.0,
+    0.0,
+    0.890836775302887
+  ],
+  "rhos_per_layer": [
+    0.0,
+    0.0,
+    0.0,
+    0.046633005142211914
+  ],
+  "epochs": 100,
+  "lr": 0.001,
+  "wd": 0.01,
+  "beta": 0.5,
+  "T_nudge": 20,
+  "alpha_nudge": 0.05
+}
\ No newline at end of file
diff --git a/results/cnn_baseline/dfa_s456.json b/results/cnn_baseline/dfa_s456.json
new file mode 100644
index 0000000..30de9b1
--- /dev/null
+++ b/results/cnn_baseline/dfa_s456.json
@@ -0,0 +1,25 @@
+{
+  "method": "dfa",
+  "seed": 456,
+  "acc": 0.5954,
+  "Gamma": 0.2133052498102188,
+  "rho": 0.01581542007625103,
+  "gammas_per_layer": [
+    0.0,
+    0.0,
+    0.0,
+    0.8532209992408752
+  ],
+  "rhos_per_layer": [
+    0.0,
+    0.0,
+    0.0,
+    0.06326168030500412
+  ],
+  "epochs": 100,
+  "lr": 0.001,
+  "wd": 0.01,
+  "beta": 0.5,
+  "T_nudge": 20,
+  "alpha_nudge": 0.05
+}
\ No newline at end of file
diff --git a/results/cnn_baseline/dfa_s789.json b/results/cnn_baseline/dfa_s789.json
new file mode 100644
index 0000000..5c030df
--- /dev/null
+++ b/results/cnn_baseline/dfa_s789.json
@@ -0,0 +1,25 @@
+{
+  "method": "dfa",
+  "seed": 789,
+  "acc": 0.5481,
+  "Gamma": 0.20736519992351532,
+  "rho": 0.01041002944111824,
+  "gammas_per_layer": [
+    0.0,
+    0.0,
+    0.0,
+    0.8294607996940613
+  ],
+  "rhos_per_layer": [
+    0.0,
+    0.0,
+    0.0,
+    0.04164011776447296
+  ],
+  "epochs": 100,
+  "lr": 0.001,
+  "wd": 0.01,
+  "beta": 0.5,
+  "T_nudge": 20,
+  "alpha_nudge": 0.05
+}
\ No newline at end of file
-- 
cgit v1.2.3