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>

25 files changed, 180 insertions, 30 deletions

diff --git a/results/cnn_baseline/ep_s1024.json b/results/cnn_baseline/ep_s1024.json
new file mode 100644
index 0000000..41e8d7e
--- /dev/null
+++ b/results/cnn_baseline/ep_s1024.json
@@ -0,0 +1,7 @@
+{
+  "method": "ep",
+  "seed": 1024,
+  "acc": 0.4643,
+  "Gamma": 0.24594706296920776,
+  "rho": 0.5024956092238426
+}
\ No newline at end of file
diff --git a/results/cnn_baseline/ep_s123.json b/results/cnn_baseline/ep_s123.json
new file mode 100644
index 0000000..5f06a86
--- /dev/null
+++ b/results/cnn_baseline/ep_s123.json
@@ -0,0 +1,7 @@
+{
+  "method": "ep",
+  "seed": 123,
+  "acc": 0.4897,
+  "Gamma": 0.24602489173412323,
+  "rho": 0.5164633095264435
+}
\ No newline at end of file
diff --git a/results/cnn_baseline/ep_s42.json b/results/cnn_baseline/ep_s42.json
new file mode 100644
index 0000000..bad7f83
--- /dev/null
+++ b/results/cnn_baseline/ep_s42.json
@@ -0,0 +1,7 @@
+{
+  "method": "ep",
+  "seed": 42,
+  "acc": 0.5033,
+  "Gamma": 0.2479095160961151,
+  "rho": 0.5114120990037918
+}
\ No newline at end of file
diff --git a/results/cnn_baseline/ep_s456.json b/results/cnn_baseline/ep_s456.json
new file mode 100644
index 0000000..5c4e9df
--- /dev/null
+++ b/results/cnn_baseline/ep_s456.json
@@ -0,0 +1,7 @@
+{
+  "method": "ep",
+  "seed": 456,
+  "acc": 0.5432,
+  "Gamma": 0.24942994117736816,
+  "rho": 0.40924555249512196
+}
\ No newline at end of file
diff --git a/results/cnn_baseline/ep_s789.json b/results/cnn_baseline/ep_s789.json
new file mode 100644
index 0000000..f38d6ec
--- /dev/null
+++ b/results/cnn_baseline/ep_s789.json
@@ -0,0 +1,7 @@
+{
+  "method": "ep",
+  "seed": 789,
+  "acc": 0.5297,
+  "Gamma": 0.2497531771659851,
+  "rho": 0.5215031281113625
+}
\ No newline at end of file
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
diff --git a/results/ep_synthetic/ep_a0.0_L4_s1024.json b/results/ep_synthetic/ep_a0.0_L4_s1024.json
index 520428c..f1e8fc3 100644
--- a/results/ep_synthetic/ep_a0.0_L4_s1024.json
+++ b/results/ep_synthetic/ep_a0.0_L4_s1024.json
@@ -4,6 +4,6 @@
   "depth": 4,
   "seed": 1024,
   "acc": 0.96484375,
-  "Gamma": -0.1277528554201126,
-  "rho": -0.24998772144317627
+  "Gamma": 0.1277528554201126,
+  "rho": 0.24998772144317627
 }
\ No newline at end of file
diff --git a/results/ep_synthetic/ep_a0.0_L4_s123.json b/results/ep_synthetic/ep_a0.0_L4_s123.json
index dbb18ac..42d7021 100644
--- a/results/ep_synthetic/ep_a0.0_L4_s123.json
+++ b/results/ep_synthetic/ep_a0.0_L4_s123.json
@@ -4,6 +4,6 @@
   "depth": 4,
   "seed": 123,
   "acc": 0.958984375,
-  "Gamma": -0.13140881061553955,
-  "rho": -0.24999138712882996
+  "Gamma": 0.13140881061553955,
+  "rho": 0.24999138712882996
 }
\ No newline at end of file
diff --git a/results/ep_synthetic/ep_a0.0_L4_s42.json b/results/ep_synthetic/ep_a0.0_L4_s42.json
index b531b94..2f436b5 100644
--- a/results/ep_synthetic/ep_a0.0_L4_s42.json
+++ b/results/ep_synthetic/ep_a0.0_L4_s42.json
@@ -4,6 +4,6 @@
   "depth": 4,
   "seed": 42,
   "acc": 0.95703125,
-  "Gamma": -0.14355717599391937,
-  "rho": -0.24998986721038818
+  "Gamma": 0.14355717599391937,
+  "rho": 0.24998986721038818
 }
\ No newline at end of file
diff --git a/results/ep_synthetic/ep_a0.0_L4_s456.json b/results/ep_synthetic/ep_a0.0_L4_s456.json
index 660c90f..9545605 100644
--- a/results/ep_synthetic/ep_a0.0_L4_s456.json
+++ b/results/ep_synthetic/ep_a0.0_L4_s456.json
@@ -4,6 +4,6 @@
   "depth": 4,
   "seed": 456,
   "acc": 0.955078125,
-  "Gamma": -0.12418323755264282,
-  "rho": -0.24999041855335236
+  "Gamma": 0.12418323755264282,
+  "rho": 0.24999041855335236
 }
\ No newline at end of file
diff --git a/results/ep_synthetic/ep_a0.0_L4_s789.json b/results/ep_synthetic/ep_a0.0_L4_s789.json
index 43d88c6..7a27e4f 100644
--- a/results/ep_synthetic/ep_a0.0_L4_s789.json
+++ b/results/ep_synthetic/ep_a0.0_L4_s789.json
@@ -4,6 +4,6 @@
   "depth": 4,
   "seed": 789,
   "acc": 0.955078125,
-  "Gamma": -0.12993687391281128,
-  "rho": -0.24999207258224487
+  "Gamma": 0.12993687391281128,
+  "rho": 0.24999207258224487
 }
\ No newline at end of file
diff --git a/results/ep_synthetic/ep_a0.5_L4_s1024.json b/results/ep_synthetic/ep_a0.5_L4_s1024.json
index 2731e84..bda6999 100644
--- a/results/ep_synthetic/ep_a0.5_L4_s1024.json
+++ b/results/ep_synthetic/ep_a0.5_L4_s1024.json
@@ -4,6 +4,6 @@
   "depth": 4,
   "seed": 1024,
   "acc": 0.935546875,
-  "Gamma": -0.1735123097896576,
-  "rho": -0.24999462068080902
+  "Gamma": 0.1735123097896576,
+  "rho": 0.24999462068080902
 }
\ No newline at end of file
diff --git a/results/ep_synthetic/ep_a0.5_L4_s123.json b/results/ep_synthetic/ep_a0.5_L4_s123.json
index 9d8eb8e..ccb3029 100644
--- a/results/ep_synthetic/ep_a0.5_L4_s123.json
+++ b/results/ep_synthetic/ep_a0.5_L4_s123.json
@@ -4,6 +4,6 @@
   "depth": 4,
   "seed": 123,
   "acc": 0.908203125,
-  "Gamma": -0.17202824354171753,
-  "rho": -0.24999570846557617
+  "Gamma": 0.17202824354171753,
+  "rho": 0.24999570846557617
 }
\ No newline at end of file
diff --git a/results/ep_synthetic/ep_a0.5_L4_s42.json b/results/ep_synthetic/ep_a0.5_L4_s42.json
index e17cdd3..f836f7b 100644
--- a/results/ep_synthetic/ep_a0.5_L4_s42.json
+++ b/results/ep_synthetic/ep_a0.5_L4_s42.json
@@ -4,6 +4,6 @@
   "depth": 4,
   "seed": 42,
   "acc": 0.892578125,
-  "Gamma": -0.18194502592086792,
-  "rho": -0.24999558925628662
+  "Gamma": 0.18194502592086792,
+  "rho": 0.24999558925628662
 }
\ No newline at end of file
diff --git a/results/ep_synthetic/ep_a0.5_L4_s456.json b/results/ep_synthetic/ep_a0.5_L4_s456.json
index 538b539..d86e232 100644
--- a/results/ep_synthetic/ep_a0.5_L4_s456.json
+++ b/results/ep_synthetic/ep_a0.5_L4_s456.json
@@ -4,6 +4,6 @@
   "depth": 4,
   "seed": 456,
   "acc": 0.927734375,
-  "Gamma": -0.1689886748790741,
-  "rho": -0.24999424815177917
+  "Gamma": 0.1689886748790741,
+  "rho": 0.24999424815177917
 }
\ No newline at end of file
diff --git a/results/ep_synthetic/ep_a0.5_L4_s789.json b/results/ep_synthetic/ep_a0.5_L4_s789.json
index 75d143a..3074415 100644
--- a/results/ep_synthetic/ep_a0.5_L4_s789.json
+++ b/results/ep_synthetic/ep_a0.5_L4_s789.json
@@ -4,6 +4,6 @@
   "depth": 4,
   "seed": 789,
   "acc": 0.9140625,
-  "Gamma": -0.1763390600681305,
-  "rho": -0.2499948889017105
+  "Gamma": 0.1763390600681305,
+  "rho": 0.2499948889017105
 }
\ No newline at end of file
diff --git a/results/ep_synthetic/ep_a1.0_L4_s1024.json b/results/ep_synthetic/ep_a1.0_L4_s1024.json
index 837d01f..72d261f 100644
--- a/results/ep_synthetic/ep_a1.0_L4_s1024.json
+++ b/results/ep_synthetic/ep_a1.0_L4_s1024.json
@@ -4,6 +4,6 @@
   "depth": 4,
   "seed": 1024,
   "acc": 0.900390625,
-  "Gamma": -0.2027553915977478,
-  "rho": -0.24999798834323883
+  "Gamma": 0.2027553915977478,
+  "rho": 0.24999798834323883
 }
\ No newline at end of file
diff --git a/results/ep_synthetic/ep_a1.0_L4_s123.json b/results/ep_synthetic/ep_a1.0_L4_s123.json
index e7b1b09..ca9caa4 100644
--- a/results/ep_synthetic/ep_a1.0_L4_s123.json
+++ b/results/ep_synthetic/ep_a1.0_L4_s123.json
@@ -4,6 +4,6 @@
   "depth": 4,
   "seed": 123,
   "acc": 0.919921875,
-  "Gamma": -0.20112474262714386,
-  "rho": -0.2499980330467224
+  "Gamma": 0.20112474262714386,
+  "rho": 0.2499980330467224
 }
\ No newline at end of file
diff --git a/results/ep_synthetic/ep_a1.0_L4_s42.json b/results/ep_synthetic/ep_a1.0_L4_s42.json
index e5c8a1d..1154395 100644
--- a/results/ep_synthetic/ep_a1.0_L4_s42.json
+++ b/results/ep_synthetic/ep_a1.0_L4_s42.json
@@ -4,6 +4,6 @@
   "depth": 4,
   "seed": 42,
   "acc": 0.916015625,
-  "Gamma": -0.20671850442886353,
-  "rho": -0.24999776482582092
+  "Gamma": 0.20671850442886353,
+  "rho": 0.24999776482582092
 }
\ No newline at end of file
diff --git a/results/ep_synthetic/ep_a1.0_L4_s456.json b/results/ep_synthetic/ep_a1.0_L4_s456.json
index 8a497a1..43ea450 100644
--- a/results/ep_synthetic/ep_a1.0_L4_s456.json
+++ b/results/ep_synthetic/ep_a1.0_L4_s456.json
@@ -4,6 +4,6 @@
   "depth": 4,
   "seed": 456,
   "acc": 0.9375,
-  "Gamma": -0.2003428041934967,
-  "rho": -0.24999749660491943
+  "Gamma": 0.2003428041934967,
+  "rho": 0.24999749660491943
 }
\ No newline at end of file
diff --git a/results/ep_synthetic/ep_a1.0_L4_s789.json b/results/ep_synthetic/ep_a1.0_L4_s789.json
index b0b0005..8c790e0 100644
--- a/results/ep_synthetic/ep_a1.0_L4_s789.json
+++ b/results/ep_synthetic/ep_a1.0_L4_s789.json
@@ -4,6 +4,6 @@
   "depth": 4,
   "seed": 789,
   "acc": 0.904296875,
-  "Gamma": -0.20362254977226257,
-  "rho": -0.2499975860118866
+  "Gamma": 0.20362254977226257,
+  "rho": 0.2499975860118866
 }
\ No newline at end of file