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authorYurenHao0426 <Blackhao0426@gmail.com>2026-08-06 17:30:19 -0500
committerYurenHao0426 <Blackhao0426@gmail.com>2026-08-06 17:30:19 -0500
commit53e83e9e68618174b6c9f5e4927463c5ee45434e (patch)
treef43b775097d6f5948fddd1a7d7b6ad8bdab728b1 /results/ep_bias/s4_summary.json
parentc868f021850d4f8a91a4eca97ad475aa6fafdc7d (diff)
results: validate Rain comparative beta policies
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+{
+ "stage": "rain_ep_comparative32_beta_smoke_s4",
+ "status": "negative_beta_functional_under_author_protocol",
+ "protocol": {
+ "network": "author comparative-study ConvHopfieldEnergy32",
+ "dataset": "FashionMNIST",
+ "train_examples": 10000,
+ "evaluation_examples": 2000,
+ "epochs": 1,
+ "training_relaxation_iterations": 15,
+ "inference_relaxation_iterations": 60,
+ "schedule_epochs": 100,
+ "bias_ratio": 0.0
+ },
+ "rows": [
+ {
+ "beta_policy": "fixed_positive",
+ "training_accuracy": 0.2823,
+ "evaluation_accuracy": 0.614,
+ "wall_seconds": 129.7868938446045
+ },
+ {
+ "beta_policy": "fixed_negative",
+ "training_accuracy": 0.1553,
+ "evaluation_accuracy": 0.3155,
+ "wall_seconds": 130.82120490074158
+ },
+ {
+ "beta_policy": "random_sign",
+ "training_accuracy": 0.2316,
+ "evaluation_accuracy": 0.391,
+ "wall_seconds": 133.95944809913635,
+ "positive_steps": 36,
+ "negative_steps": 43
+ }
+ ],
+ "interpretation": "Negative and random-sign beta learn above chance under the pinned author's comparative-study Conv32 architecture and hyperparameters. Their failure in the earlier Conv28 screen is protocol-specific. Random-sign beta must be included as a functioning same-cost baseline in the comparative32 bias matrix.",
+ "test_policy": "development test subset observed after one epoch; no accuracy claim"
+}