Update all EP results with sign-corrected credit

EP Synthetic (fixed): Gamma=+0.13~0.20, rho=+0.25
EP CIFAR d=256: Gamma=+0.007, rho=+0.051
EP CIFAR d=512: Gamma=+0.000, rho=-0.002
EP CNN: Gamma=+0.248, rho=+0.492

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

5 files changed, 115 insertions, 0 deletions

diff --git a/results/ep_d512/ep_s1024.json b/results/ep_d512/ep_s1024.json
new file mode 100644
index 0000000..b43842e
--- /dev/null
+++ b/results/ep_d512/ep_s1024.json
@@ -0,0 +1,23 @@
+{
+  "method": "ep",
+  "seed": 1024,
+  "acc": 0.2891,
+  "Gamma": 0.00044893278391100466,
+  "rho": -0.004867491777986288,
+  "naive_StateErr": 0.9783352613449097,
+  "gammas_per_layer": [
+    0.0,
+    -0.0006743512349203229,
+    0.0013582671526819468,
+    0.0011118152178823948
+  ],
+  "rhos_per_layer": [
+    0.0,
+    0.0,
+    0.01752828247845173,
+    -0.03699824959039688
+  ],
+  "beta": 0.5,
+  "T_nudge": 20,
+  "alpha_nudge": 0.1
+}
\ No newline at end of file
diff --git a/results/ep_d512/ep_s123.json b/results/ep_d512/ep_s123.json
new file mode 100644
index 0000000..0bf5a33
--- /dev/null
+++ b/results/ep_d512/ep_s123.json
@@ -0,0 +1,23 @@
+{
+  "method": "ep",
+  "seed": 123,
+  "acc": 0.2326,
+  "Gamma": -0.0002371989903622307,
+  "rho": 0.002178804250434041,
+  "naive_StateErr": 0.9410061836242676,
+  "gammas_per_layer": [
+    0.0,
+    0.00015797853120602667,
+    0.0001365078496746719,
+    -0.0012432823423296213
+  ],
+  "rhos_per_layer": [
+    0.0,
+    0.0,
+    -0.008583704940974712,
+    0.017298921942710876
+  ],
+  "beta": 0.5,
+  "T_nudge": 20,
+  "alpha_nudge": 0.1
+}
\ No newline at end of file
diff --git a/results/ep_d512/ep_s42.json b/results/ep_d512/ep_s42.json
new file mode 100644
index 0000000..cf3f19b
--- /dev/null
+++ b/results/ep_d512/ep_s42.json
@@ -0,0 +1,23 @@
+{
+  "method": "ep",
+  "seed": 42,
+  "acc": 0.2925,
+  "Gamma": -0.00019453999993856996,
+  "rho": -0.005207762122154236,
+  "naive_StateErr": 0.8519919514656067,
+  "gammas_per_layer": [
+    0.0,
+    -0.0004216278321109712,
+    0.0012335632927715778,
+    -0.0015900954604148865
+  ],
+  "rhos_per_layer": [
+    0.0,
+    -0.007705487310886383,
+    0.0,
+    -0.01312556117773056
+  ],
+  "beta": 0.5,
+  "T_nudge": 20,
+  "alpha_nudge": 0.1
+}
\ No newline at end of file
diff --git a/results/ep_d512/ep_s456.json b/results/ep_d512/ep_s456.json
new file mode 100644
index 0000000..b71b6da
--- /dev/null
+++ b/results/ep_d512/ep_s456.json
@@ -0,0 +1,23 @@
+{
+  "method": "ep",
+  "seed": 456,
+  "acc": 0.2798,
+  "Gamma": 0.0005592396482825279,
+  "rho": 0.005167171359062195,
+  "naive_StateErr": 0.8485901355743408,
+  "gammas_per_layer": [
+    0.0,
+    0.0003133872523903847,
+    0.0005550156347453594,
+    0.0013685557059943676
+  ],
+  "rhos_per_layer": [
+    0.0,
+    0.0,
+    -0.0036952178925275803,
+    0.02436390332877636
+  ],
+  "beta": 0.5,
+  "T_nudge": 20,
+  "alpha_nudge": 0.1
+}
\ No newline at end of file
diff --git a/results/ep_d512/ep_s789.json b/results/ep_d512/ep_s789.json
new file mode 100644
index 0000000..d1936a7
--- /dev/null
+++ b/results/ep_d512/ep_s789.json
@@ -0,0 +1,23 @@
+{
+  "method": "ep",
+  "seed": 789,
+  "acc": 0.3075,
+  "Gamma": 0.00025345649919472635,
+  "rho": -0.007803775719366968,
+  "naive_StateErr": 1.0641623735427856,
+  "gammas_per_layer": [
+    0.0,
+    -0.0012497729621827602,
+    0.0016657740343362093,
+    0.0005978249246254563
+  ],
+  "rhos_per_layer": [
+    0.0,
+    0.000609859824180603,
+    -0.0049512810073792934,
+    -0.02687368169426918
+  ],
+  "beta": 0.5,
+  "T_nudge": 20,
+  "alpha_nudge": 0.1
+}
\ No newline at end of file