{ "bench_version": 1, "track": "tabular", "model": "mlp_tiny", "metric_direction": "lower is better", "n_seeds": 8, "baseline": { "best_cfg": { "lr": 0.006, "weight_decay": 0.0001 }, "sweep": [ { "cfg": { "lr": 0.0015, "weight_decay": 0.0001 }, "mean": 16.405593872070312 }, { "cfg": { "lr": 0.003, "weight_decay": 0.0001 }, "mean": 13.136067628860474 }, { "cfg": { "lr": 0.006, "weight_decay": 0.0001 }, "mean": 9.729963302612305 } ], "full": { "mean": 9.7748162150383, "std": 1.146524142314583, "per_seed": [ 10.155755043029785, 11.133987426757812, 8.668990135192871, 8.96112060546875, 7.614502429962158, 10.594099044799805, 10.266080856323242, 10.803994178771973 ], "n": 8 } }, "idea": { "mean": 8.963683664798737, "std": 1.2184976932247173, "per_seed": [ 10.102669715881348, 11.417046546936035, 9.143009185791016, 8.528031349182129, 7.16295862197876, 8.287325859069824, 8.166311264038086, 8.902116775512695 ], "n": 8 }, "comparison": { "delta_mean": -0.811132550239563, "idea_wins": 6, "n_pairs": 8, "per_seed_diffs": [ -0.0530853271484375, 0.28305912017822266, 0.47401905059814453, -0.4330892562866211, -0.45154380798339844, -2.3067731857299805, -2.0997695922851562, -1.9018774032592773 ], "p_value": 0.10015, "mde": 0.9366083105537301, "mde_rel_pct": 9.581850849663882, "verdict": "no significant win", "system_worked": false }, "idea_sweep": [ { "cfg": { "lr": 0.0015, "weight_decay": 0.0001 }, "mean": 17.79743456840515 }, { "cfg": { "lr": 0.003, "weight_decay": 0.0001 }, "mean": 13.299631118774414 }, { "cfg": { "lr": 0.006, "weight_decay": 0.0001 }, "mean": 9.797689199447632 } ], "selection_note": "Both methods used the same lr/weight-decay union; idea selected on seeds 0-3.", "mechanism_signature": { "type": "trained_model_jacobian_low_rank", "rank": 16, "samples": [ { "seed": 0, "predicted_captured_fraction": 0.17476074945303136, "observed_total_energy": 26951.634765625, "projected_energy": 4710.087890625 }, { "seed": 1, "predicted_captured_fraction": 0.2573280523615646, "observed_total_energy": 32180.689453125, "projected_energy": 8280.994140625 }, { "seed": 2, "predicted_captured_fraction": 0.24594845290024767, "observed_total_energy": 26192.974609375, "projected_energy": 6442.12158203125 }, { "seed": 3, "predicted_captured_fraction": 0.17532369020915245, "observed_total_energy": 24280.84765625, "projected_energy": 4257.0078125 } ], "predicted_vs_observed_mean_ratio": 0.21334023623099901, "confirmed": false }, "runtime_sec": 21.001119817025028 }