Bounded predictive-gain optimizer / bench_report.json

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  1{
  2  "bench_version": 1,
  3  "track": "tabular",
  4  "model": "mlp_tiny",
  5  "metric_direction": "lower is better",
  6  "n_seeds": 8,
  7  "baseline": {
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106    "p_value": 0.0081,
107    "mde": 3.7748401575264636,
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109    "verdict": "idea worse (significant)",
110    "system_worked": false
111  },
112  "mechanism_signature": {
113    "trained_model_signature": {
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132      "observed_delta_mean": 4.82632114851212e-05,
133      "predicted_delta_slope": -7.362199623823305e-05,
134      "observed_delta_slope": -7.362199623823305e-05,
135      "n_updates": 765,
136      "confirmed": false,
137      "math_prediction": "gain change approximately eta*dot/(1+rho), measured on trained tabular MLP",
138      "math_check": {
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177  },
178  "math_check": {
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182    "max_abs_error": 1.1102230246251565e-16,
183    "pass": true
184  }
185}