From 038e97b684b7b460dedec3018677729f956ac691 Mon Sep 17 00:00:00 2001
From: YurenHao0426 <Blackhao0426@gmail.com>
Date: Thu, 6 Aug 2026 17:00:59 -0500
Subject: results: validate Rain layer-state mechanism

---
 .../ep_bias/s1/layer-constant-r0p1-e3-s1988.json   | 106 +++++++++++++++++++++
 1 file changed, 106 insertions(+)
 create mode 100644 results/ep_bias/s1/layer-constant-r0p1-e3-s1988.json

(limited to 'results/ep_bias/s1/layer-constant-r0p1-e3-s1988.json')

diff --git a/results/ep_bias/s1/layer-constant-r0p1-e3-s1988.json b/results/ep_bias/s1/layer-constant-r0p1-e3-s1988.json
new file mode 100644
index 0000000..dad16f5
--- /dev/null
+++ b/results/ep_bias/s1/layer-constant-r0p1-e3-s1988.json
@@ -0,0 +1,106 @@
+{
+  "schema": "rain_ep_structured_bias_screen_v1",
+  "author": {
+    "repository": "https://github.com/rain-neuromorphics/energy-based-learning",
+    "revision": "6b253fd8a5d267535f58ab79992256ef10031ceb"
+  },
+  "protocol": {
+    "dataset": "FashionMNIST",
+    "network": "author ConvHopfieldEnergy28 32-64-10",
+    "algorithm": "positive equilibrium propagation",
+    "adapter": "layer",
+    "mode": "constant",
+    "bias_ratio": 0.1,
+    "predictor_rate": 0.2,
+    "neutral_cadence": 1,
+    "layer_calibration_steps": 1,
+    "calibration_batches": 0,
+    "calibration_observations": 0,
+    "calibration_seconds": 4.76837158203125e-07,
+    "epochs": 3,
+    "train_limit": 10000,
+    "test_limit": 2000,
+    "batch_size": 128,
+    "training_iterations": 12,
+    "inference_iterations": 30,
+    "seed": 1988,
+    "device": "cuda",
+    "determinism": "author_default",
+    "autodiff_used_for_learning": false
+  },
+  "metrics": [
+    {
+      "epoch": 1,
+      "train_accuracy": 0.1101,
+      "train_cost": 0.5406586401939392,
+      "test_accuracy": 0.0985,
+      "test_cost": 0.5743606986999512,
+      "finite": true,
+      "corrector": {
+        "step": 78,
+        "clean_state_difference_rms": 0.0026653360674050563,
+        "bias_state_difference_rms": 0.0008354981837576119,
+        "residual_state_difference_rms": 0.0009511466295866758,
+        "bias_to_clean_state_difference_rms": 0.3134682316331855,
+        "residual_to_clean_state_difference_rms": 0.356858049241311,
+        "neutral_observations": 128
+      },
+      "wall_seconds": 11.139351844787598
+    },
+    {
+      "epoch": 2,
+      "train_accuracy": 0.101,
+      "train_cost": 0.5405060306549072,
+      "test_accuracy": 0.0985,
+      "test_cost": 0.5631736030578613,
+      "finite": true,
+      "corrector": {
+        "step": 157,
+        "clean_state_difference_rms": 0.002972019905486441,
+        "bias_state_difference_rms": 0.0009809527816267104,
+        "residual_state_difference_rms": 0.0010539141121602908,
+        "bias_to_clean_state_difference_rms": 0.3300626553058548,
+        "residual_to_clean_state_difference_rms": 0.3546120637397928,
+        "neutral_observations": 128
+      },
+      "wall_seconds": 21.776801109313965
+    },
+    {
+      "epoch": 3,
+      "train_accuracy": 0.1015,
+      "train_cost": 0.5353086183547974,
+      "test_accuracy": 0.0985,
+      "test_cost": 0.5520355472564697,
+      "finite": true,
+      "corrector": {
+        "step": 236,
+        "clean_state_difference_rms": 0.002808309689352526,
+        "bias_state_difference_rms": 0.0009608045527965721,
+        "residual_state_difference_rms": 0.0010381629161631783,
+        "bias_to_clean_state_difference_rms": 0.3421291307149575,
+        "residual_to_clean_state_difference_rms": 0.36967536739245216,
+        "neutral_observations": 128
+      },
+      "wall_seconds": 32.33472681045532
+    }
+  ],
+  "epochs_completed": 3,
+  "final": {
+    "epoch": 3,
+    "train_accuracy": 0.1015,
+    "train_cost": 0.5353086183547974,
+    "test_accuracy": 0.0985,
+    "test_cost": 0.5520355472564697,
+    "finite": true,
+    "corrector": {
+      "step": 236,
+      "clean_state_difference_rms": 0.002808309689352526,
+      "bias_state_difference_rms": 0.0009608045527965721,
+      "residual_state_difference_rms": 0.0010381629161631783,
+      "bias_to_clean_state_difference_rms": 0.3421291307149575,
+      "residual_to_clean_state_difference_rms": 0.36967536739245216,
+      "neutral_observations": 128
+    },
+    "wall_seconds": 32.33472681045532
+  }
+}
-- 
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