Spectral Hamiltonian Neuron / bench_report.json

Mechanism confirmed, baseline not beaten

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  1{
  2  "bench_version": 1,
  3  "track": "dynamics",
  4  "model": "rnn_small_matched_spectral_head",
  5  "metric_direction": "lower is better",
  6  "n_seeds": 8,
  7  "baseline": {
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 68    "n": 8
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 70  "comparison": {
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 84    "p_value": 0.0081,
 85    "mde": 0.012535387409262248,
 86    "mde_rel_pct": 1858.8919645575206,
 87    "verdict": "idea worse (significant)",
 88    "system_worked": false
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 90  "idea_sweep": [
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148  ],
149  "structural_match": "dynamics: controlled pendulum rollout",
150  "mechanism_signature": {
151    "prediction": "noncommuting Hamiltonian terms should create a measurable nonlinear readout",
152    "commutator_frobenius": 4.0,
153    "trained_idea_test_mse_mean": 0.0902025755494833,
154    "trained_idea_nonlinear_residual_mean": 0.1242971978952532,
155    "confirmed": true
156  },
157  "budget": {
158    "epochs": 18,
159    "n_train": 400,
160    "n_test": 400,
161    "seeds": 8
162  }
163}