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>

15 files changed, 30 insertions, 30 deletions

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