From ce1444f31ceab281e59f6aa696131fbcb1c56fc7 Mon Sep 17 00:00:00 2001
From: YurenHao0426 <Blackhao0426@gmail.com>
Date: Thu, 6 Aug 2026 17:23:24 -0500
Subject: results: validate beta-independent Rain bias

---
 .../ep_bias/s3/random-beta-zero-bias-e3-s1988.json | 128 +++++++++++++++++++++
 1 file changed, 128 insertions(+)
 create mode 100644 results/ep_bias/s3/random-beta-zero-bias-e3-s1988.json

(limited to 'results/ep_bias/s3/random-beta-zero-bias-e3-s1988.json')

diff --git a/results/ep_bias/s3/random-beta-zero-bias-e3-s1988.json b/results/ep_bias/s3/random-beta-zero-bias-e3-s1988.json
new file mode 100644
index 0000000..f848e9e
--- /dev/null
+++ b/results/ep_bias/s3/random-beta-zero-bias-e3-s1988.json
@@ -0,0 +1,128 @@
+{
+  "schema": "rain_ep_structured_bias_screen_v1",
+  "sdil": {
+    "revision": "25f9b58f2fe478b7a4c728f404364ef8b8a92155"
+  },
+  "author": {
+    "repository": "https://github.com/rain-neuromorphics/energy-based-learning",
+    "revision": "6b253fd8a5d267535f58ab79992256ef10031ceb"
+  },
+  "protocol": {
+    "dataset": "FashionMNIST",
+    "network": "author ConvHopfieldEnergy28 32-64-10",
+    "algorithm": "equilibrium propagation",
+    "beta_policy": "random_sign",
+    "beta_seed": 7100,
+    "adapter": "layer",
+    "mode": "raw",
+    "bias_ratio": 0.0,
+    "predictor_rate": 0.2,
+    "neutral_cadence": 1,
+    "layer_calibration_steps": 1,
+    "layer_bias_normalization": "first_state",
+    "calibration_batches": 0,
+    "calibration_observations": 0,
+    "calibration_seconds": 7.152557373046875e-07,
+    "extra_equilibrium_phases_for_predictor": 0,
+    "predictor_neutral_source": "existing_first_EP_phase",
+    "bias_ratio_normalization": "initial_free_layer_state_rms",
+    "bias_ratio_normalization_visible_to_predictor": false,
+    "epochs": 3,
+    "train_limit": 10000,
+    "test_limit": 2000,
+    "evaluation_split": "train_holdout",
+    "data_seed": 6200,
+    "batch_size": 128,
+    "training_iterations": 12,
+    "inference_iterations": 30,
+    "seed": 1988,
+    "device": "cuda",
+    "determinism": "author_default",
+    "autodiff_used_for_learning": false
+  },
+  "hardware": {
+    "torch_version": "2.3.1+cu118",
+    "torch_cuda_version": "11.8",
+    "cuda_visible_devices": "7",
+    "device_name": "NVIDIA GeForce GTX 1080"
+  },
+  "metrics": [
+    {
+      "epoch": 1,
+      "train_accuracy": 0.0977,
+      "train_cost": 0.5184064460754394,
+      "test_accuracy": 0.099,
+      "test_cost": 0.45871949768066406,
+      "finite": true,
+      "corrector": {
+        "step": 78,
+        "clean_state_difference_rms": 0.004350076859747713,
+        "bias_state_difference_rms": 0.0,
+        "residual_state_difference_rms": 0.0,
+        "bias_to_clean_state_difference_rms": 0.0,
+        "residual_to_clean_state_difference_rms": 0.0,
+        "neutral_observations": 0
+      },
+      "wall_seconds": 11.085044145584106
+    },
+    {
+      "epoch": 2,
+      "train_accuracy": 0.0995,
+      "train_cost": 0.4713497564315796,
+      "test_accuracy": 0.1,
+      "test_cost": 0.4994611148834229,
+      "finite": true,
+      "corrector": {
+        "step": 157,
+        "clean_state_difference_rms": 0.004238537318288757,
+        "bias_state_difference_rms": 0.0,
+        "residual_state_difference_rms": 0.0,
+        "bias_to_clean_state_difference_rms": 0.0,
+        "residual_to_clean_state_difference_rms": 0.0,
+        "neutral_observations": 0
+      },
+      "wall_seconds": 21.73082685470581
+    },
+    {
+      "epoch": 3,
+      "train_accuracy": 0.1019,
+      "train_cost": 0.4904862898826599,
+      "test_accuracy": 0.099,
+      "test_cost": 0.5077337665557862,
+      "finite": true,
+      "corrector": {
+        "step": 236,
+        "clean_state_difference_rms": 0.00419313641524673,
+        "bias_state_difference_rms": 0.0,
+        "residual_state_difference_rms": 0.0,
+        "bias_to_clean_state_difference_rms": 0.0,
+        "residual_to_clean_state_difference_rms": 0.0,
+        "neutral_observations": 0
+      },
+      "wall_seconds": 32.36788892745972
+    }
+  ],
+  "epochs_completed": 3,
+  "beta_sign_counts": {
+    "positive": 115,
+    "negative": 122
+  },
+  "final": {
+    "epoch": 3,
+    "train_accuracy": 0.1019,
+    "train_cost": 0.4904862898826599,
+    "test_accuracy": 0.099,
+    "test_cost": 0.5077337665557862,
+    "finite": true,
+    "corrector": {
+      "step": 236,
+      "clean_state_difference_rms": 0.00419313641524673,
+      "bias_state_difference_rms": 0.0,
+      "residual_state_difference_rms": 0.0,
+      "bias_to_clean_state_difference_rms": 0.0,
+      "residual_to_clean_state_difference_rms": 0.0,
+      "neutral_observations": 0
+    },
+    "wall_seconds": 32.36788892745972
+  }
+}
-- 
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