From 8cbca53997292045f1bee1e2bbda2c051eb6c578 Mon Sep 17 00:00:00 2001
From: YurenHao0426 <Blackhao0426@gmail.com>
Date: Fri, 7 Aug 2026 12:56:58 -0500
Subject: results: record weak Dillavou S0 bias screen

---
 results/ep_bias/dillavou_s0/pep_raw_0003.json | 98 +++++++++++++++++++++++++++
 1 file changed, 98 insertions(+)
 create mode 100644 results/ep_bias/dillavou_s0/pep_raw_0003.json

(limited to 'results/ep_bias/dillavou_s0/pep_raw_0003.json')

diff --git a/results/ep_bias/dillavou_s0/pep_raw_0003.json b/results/ep_bias/dillavou_s0/pep_raw_0003.json
new file mode 100644
index 0000000..6b67f1f
--- /dev/null
+++ b/results/ep_bias/dillavou_s0/pep_raw_0003.json
@@ -0,0 +1,98 @@
+{
+  "schema": "rain_ep_structured_bias_screen_v1",
+  "sdil": {
+    "revision": "b2f18afcbbe1ce97d4f3f4bd098986afcc23f203"
+  },
+  "author": {
+    "repository": "https://github.com/rain-neuromorphics/energy-based-learning",
+    "revision": "6b253fd8a5d267535f58ab79992256ef10031ceb"
+  },
+  "protocol": {
+    "dataset": "FashionMNIST",
+    "network": "author comparative-study ConvHopfieldEnergy32",
+    "network_protocol": "comparative32",
+    "algorithm": "equilibrium propagation",
+    "beta_policy": "fixed_positive",
+    "beta_seed": 7100,
+    "beta_value": 0.25,
+    "adapter": "dillavou",
+    "mode": "raw",
+    "bias_ratio": 0.003,
+    "dillavou_drift_ratio": 0.0,
+    "predictor_rate": 1.0,
+    "neutral_cadence": 1,
+    "layer_calibration_steps": 1,
+    "layer_bias_normalization": "clean_difference",
+    "calibration_batches": 0,
+    "calibration_observations": 0,
+    "calibration_seconds": 4.76837158203125e-07,
+    "extra_equilibrium_phases_for_predictor": 0,
+    "predictor_neutral_source": "instruction_off_local_update_probe",
+    "bias_ratio_normalization": "initial_clean_local_update_rms_for_simulation_only",
+    "bias_ratio_normalization_visible_to_predictor": false,
+    "epochs": 1,
+    "train_limit": 10000,
+    "test_limit": 2000,
+    "evaluation_split": "train_holdout",
+    "data_seed": 6200,
+    "batch_size": 100,
+    "training_iterations": 15,
+    "inference_iterations": 60,
+    "schedule_epochs": 100,
+    "seed": 1988,
+    "device": "cuda",
+    "determinism": "best_effort_warn_only",
+    "autodiff_used_for_learning": false
+  },
+  "hardware": {
+    "torch_version": "2.3.1+cu118",
+    "torch_cuda_version": "11.8",
+    "cuda_visible_devices": "1",
+    "device_name": "NVIDIA GeForce GTX 1080"
+  },
+  "metrics": [
+    {
+      "epoch": 1,
+      "train_accuracy": 0.3497,
+      "train_cost": 0.39485346813201905,
+      "test_accuracy": 0.61,
+      "test_cost": 0.2973249130249023,
+      "finite": true,
+      "corrector": {
+        "step": 99,
+        "bias_model": "dillavou_constant_update",
+        "clean_update_rms": 0.0009096100547661731,
+        "bias_update_rms": 4.801590515814698e-07,
+        "residual_update_rms": 4.801593853184891e-07,
+        "bias_to_clean_update_rms": 0.0005278735091653102,
+        "residual_to_clean_update_rms": 0.0005278738760665087,
+        "neutral_observations": 0
+      },
+      "wall_seconds": 153.87779831886292
+    }
+  ],
+  "epochs_completed": 1,
+  "beta_sign_counts": {
+    "positive": 100,
+    "negative": 0
+  },
+  "final": {
+    "epoch": 1,
+    "train_accuracy": 0.3497,
+    "train_cost": 0.39485346813201905,
+    "test_accuracy": 0.61,
+    "test_cost": 0.2973249130249023,
+    "finite": true,
+    "corrector": {
+      "step": 99,
+      "bias_model": "dillavou_constant_update",
+      "clean_update_rms": 0.0009096100547661731,
+      "bias_update_rms": 4.801590515814698e-07,
+      "residual_update_rms": 4.801593853184891e-07,
+      "bias_to_clean_update_rms": 0.0005278735091653102,
+      "residual_to_clean_update_rms": 0.0005278738760665087,
+      "neutral_observations": 0
+    },
+    "wall_seconds": 153.87779831886292
+  }
+}
-- 
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