Agnostic Geometry-Prior Mixer / bench_report.json

✓✓ Beats tuned baseline

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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": {
  8    "best_cfg": {
  9      "lr": 0.006,
 10      "epochs": 30
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 20      {
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 24        },
 25        "mean": 3.3817883133888245
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 27      {
 28        "cfg": {
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 30          "epochs": 30
 31        },
 32        "mean": 3.0755263566970825
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 34    ],
 35    "full": {
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 37      "std": 0.633233116371069,
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 48      "n": 8
 49    }
 50  },
 51  "idea": {
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 64    "n": 8
 65  },
 66  "comparison": {
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 68    "idea_wins": 8,
 69    "n_pairs": 8,
 70    "per_seed_diffs": [
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 80    "p_value": 0.0081,
 81    "mde": 0.5248752320909208,
 82    "mde_rel_pct": 15.055221200830132,
 83    "verdict": "idea better (significant)",
 84    "system_worked": true
 85  },
 86  "idea_sweep": [
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104      "n": 8
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106    {
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109        "epochs": 30
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118        1.4786462783813477,
119        1.8234977722167969,
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123      "n": 8
124    },
125    {
126      "cfg": {
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128        "epochs": 30
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132      "per_seed": [
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142      "n": 8
143    }
144  ],
145  "matched_structure": "Friedman#1 tabular regression; regularization/MLP intervention",
146  "hyperparameter_parity": "baseline and idea both evaluated lr={0.001,0.003,0.006}, epochs=30",
147  "selected_idea_cfg": {
148    "lr": 0.006,
149    "epochs": 30
150  },
151  "mechanism_signature": {
152    "trained_test_mse": 1.729775071144104,
153    "free_branch_mse": 16.04800796508789,
154    "geom_branch_mse": 71.31401824951172,
155    "mean_alpha": 0.2708725333213806,
156    "alpha_std": 0.17698463797569275,
157    "alpha_support_corr": -0.01807535826279521,
158    "initial_alpha_at_beta_minus4": 0.01798621006309986,
159    "predicted": {
160      "learned_gate_nonconstant": true,
161      "prior_use_should_be_suppressible": true
162    },
163    "confirmed": true
164  }
165}