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)
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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/ep_baseline/ep_s1024.json | 23 +++++++++++++++++++++++
 results/ep_baseline/ep_s123.json  | 23 +++++++++++++++++++++++
 results/ep_baseline/ep_s42.json   | 23 +++++++++++++++++++++++
 results/ep_baseline/ep_s456.json  | 23 +++++++++++++++++++++++
 results/ep_baseline/ep_s789.json  | 23 +++++++++++++++++++++++
 5 files changed, 115 insertions(+)
 create mode 100644 results/ep_baseline/ep_s1024.json
 create mode 100644 results/ep_baseline/ep_s123.json
 create mode 100644 results/ep_baseline/ep_s42.json
 create mode 100644 results/ep_baseline/ep_s456.json
 create mode 100644 results/ep_baseline/ep_s789.json

(limited to 'results/ep_baseline')

diff --git a/results/ep_baseline/ep_s1024.json b/results/ep_baseline/ep_s1024.json
new file mode 100644
index 0000000..a6f16e2
--- /dev/null
+++ b/results/ep_baseline/ep_s1024.json
@@ -0,0 +1,23 @@
+{
+  "method": "ep",
+  "seed": 1024,
+  "acc": 0.2981,
+  "Gamma": -0.001718481391435489,
+  "rho": 0.0012313337065279484,
+  "naive_StateErr": 0.804000735282898,
+  "gammas_per_layer": [
+    0.0,
+    0.004800701513886452,
+    -0.00025482603814452887,
+    -0.011419801041483879
+  ],
+  "rhos_per_layer": [
+    0.0,
+    -0.01354932226240635,
+    0.03151280805468559,
+    -0.01303815096616745
+  ],
+  "beta": 0.5,
+  "T_nudge": 20,
+  "alpha_nudge": 0.1
+}
\ No newline at end of file
diff --git a/results/ep_baseline/ep_s123.json b/results/ep_baseline/ep_s123.json
new file mode 100644
index 0000000..7924a39
--- /dev/null
+++ b/results/ep_baseline/ep_s123.json
@@ -0,0 +1,23 @@
+{
+  "method": "ep",
+  "seed": 123,
+  "acc": 0.2924,
+  "Gamma": -0.010700209351853118,
+  "rho": -0.01468805002514273,
+  "naive_StateErr": 0.21454104781150818,
+  "gammas_per_layer": [
+    0.0,
+    -0.00011013347102561966,
+    7.618003292009234e-05,
+    -0.042766883969306946
+  ],
+  "rhos_per_layer": [
+    0.0,
+    0.0,
+    0.003175207879394293,
+    -0.06192740797996521
+  ],
+  "beta": 0.5,
+  "T_nudge": 20,
+  "alpha_nudge": 0.1
+}
\ No newline at end of file
diff --git a/results/ep_baseline/ep_s42.json b/results/ep_baseline/ep_s42.json
new file mode 100644
index 0000000..b60502b
--- /dev/null
+++ b/results/ep_baseline/ep_s42.json
@@ -0,0 +1,23 @@
+{
+  "method": "ep",
+  "seed": 42,
+  "acc": 0.359,
+  "Gamma": -0.007905199148808606,
+  "rho": -0.07944288477301598,
+  "naive_StateErr": 0.5929934978485107,
+  "gammas_per_layer": [
+    0.0,
+    -0.0006224570679478347,
+    -0.000845100381411612,
+    -0.030153239145874977
+  ],
+  "rhos_per_layer": [
+    0.0,
+    -0.025672510266304016,
+    0.0,
+    -0.2920990288257599
+  ],
+  "beta": 0.5,
+  "T_nudge": 20,
+  "alpha_nudge": 0.1
+}
\ No newline at end of file
diff --git a/results/ep_baseline/ep_s456.json b/results/ep_baseline/ep_s456.json
new file mode 100644
index 0000000..3a04367
--- /dev/null
+++ b/results/ep_baseline/ep_s456.json
@@ -0,0 +1,23 @@
+{
+  "method": "ep",
+  "seed": 456,
+  "acc": 0.2976,
+  "Gamma": -0.01223632060282398,
+  "rho": -0.07857450563460588,
+  "naive_StateErr": 1.5853830575942993,
+  "gammas_per_layer": [
+    0.0,
+    -0.00014890515012666583,
+    -0.0018156982259824872,
+    -0.04698067903518677
+  ],
+  "rhos_per_layer": [
+    0.0,
+    0.0,
+    -0.03213520720601082,
+    -0.2821628153324127
+  ],
+  "beta": 0.5,
+  "T_nudge": 20,
+  "alpha_nudge": 0.1
+}
\ No newline at end of file
diff --git a/results/ep_baseline/ep_s789.json b/results/ep_baseline/ep_s789.json
new file mode 100644
index 0000000..587aeca
--- /dev/null
+++ b/results/ep_baseline/ep_s789.json
@@ -0,0 +1,23 @@
+{
+  "method": "ep",
+  "seed": 789,
+  "acc": 0.3458,
+  "Gamma": -0.00443847177666612,
+  "rho": -0.011359908618032932,
+  "naive_StateErr": 0.8419253826141357,
+  "gammas_per_layer": [
+    0.0,
+    0.0016552513698115945,
+    0.0009475427214056253,
+    -0.0203566811978817
+  ],
+  "rhos_per_layer": [
+    0.0,
+    0.0253923200070858,
+    0.0,
+    -0.07083195447921753
+  ],
+  "beta": 0.5,
+  "T_nudge": 20,
+  "alpha_nudge": 0.1
+}
\ No newline at end of file
-- 
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