{ "bench_version": 1, "track": "dynamics", "model": "rnn_small", "metric_direction": "lower is better", "n_seeds": 8, "baseline": { "sweep": { "grid": [ { "lr": 0.001, "epochs": 15 }, { "lr": 0.003, "epochs": 15 }, { "lr": 0.006, "epochs": 15 } ], "results": [ { "lr": 0.001, "mean": 0.004110507725272328 }, { "lr": 0.003, "mean": 0.0016934662853600457 }, { "lr": 0.006, "mean": 0.001336116241873242 } ], "best": { "lr": 0.006, "mean": 0.001336116241873242 } }, "full": { "per_seed": [ 0.0008500798139721155, 0.0017577288672327995, 0.0007361507159657776, 0.002000505570322275, 0.0011651096865534782, 0.0009040328441187739, 0.0011707661906257272, 0.0016706058522686362 ], "records": [ { "seed": 0, "lr": 0.006, "metric": 0.0008500798139721155 }, { "seed": 1, "lr": 0.006, "metric": 0.0017577288672327995 }, { "seed": 2, "lr": 0.006, "metric": 0.0007361507159657776 }, { "seed": 3, "lr": 0.006, "metric": 0.002000505570322275 }, { "seed": 4, "lr": 0.006, "metric": 0.0011651096865534782 }, { "seed": 5, "lr": 0.006, "metric": 0.0009040328441187739 }, { "seed": 6, "lr": 0.006, "metric": 0.0011707661906257272 }, { "seed": 7, "lr": 0.006, "metric": 0.0016706058522686362 } ] } }, "idea": { "sweep": { "grid": [ { "lr": 0.001, "epochs": 15 }, { "lr": 0.003, "epochs": 15 }, { "lr": 0.006, "epochs": 15 } ], "results": [ { "lr": 0.001, "mean": 0.0054137099359650165 }, { "lr": 0.003, "mean": 0.001696990402706433 }, { "lr": 0.006, "mean": 0.0013303105588420294 } ], "best": { "lr": 0.006, "mean": 0.0013303105588420294 } }, "per_seed": [ 0.0007351692765951157, 0.0020680308807641268, 0.0006238966016098857, 0.0018669400596991181, 0.0013283524895086884, 0.0009672582964412868, 0.0013313123490661383, 0.0017215245170518756 ], "records": [ { "seed": 0, "lr": 0.006, "metric": 0.0007351692765951157, "jacobian_row_norm_mean": 0.5119546502828598 }, { "seed": 1, "lr": 0.006, "metric": 0.0020680308807641268, "jacobian_row_norm_mean": 0.4930251557379961 }, { "seed": 2, "lr": 0.006, "metric": 0.0006238966016098857, "jacobian_row_norm_mean": 0.5136511726304889 }, { "seed": 3, "lr": 0.006, "metric": 0.0018669400596991181, "jacobian_row_norm_mean": 0.49356979224830866 }, { "seed": 4, "lr": 0.006, "metric": 0.0013283524895086884, "jacobian_row_norm_mean": 0.5176679929718375 }, { "seed": 5, "lr": 0.006, "metric": 0.0009672582964412868, "jacobian_row_norm_mean": 0.5031084371730685 }, { "seed": 6, "lr": 0.006, "metric": 0.0013313123490661383, "jacobian_row_norm_mean": 0.5190566899254918 }, { "seed": 7, "lr": 0.006, "metric": 0.0017215245170518756, "jacobian_row_norm_mean": 0.5010124798864126 } ] }, "comparison": { "delta_mean": 4.8438116209581494e-05, "idea_wins": 3, "n_pairs": 8, "per_seed_diffs": [ -0.00011491053737699986, 0.00031030201353132725, -0.00011225411435589194, -0.00013356551062315702, 0.0001632428029552102, 6.322545232251287e-05, 0.0001605461584404111, 5.0918664783239365e-05 ], "p_value": 0.43475, "mde": 0.000134148411633326, "mde_rel_pct": 10.465035924934886, "verdict": "no significant win", "system_worked": false }, "mechanism_signature": { "prediction": "greedy delay taps have larger observability margin than uniform taps at equal budget", "predicted_margin_greedy": 0.2985928640520014, "predicted_margin_uniform": 0.26431666900098605, "selected_indices": [ 0, 1, 6, 7 ], "uniform_indices": [ 0, 2, 5, 7 ], "trained_model_observed": { "idea_test_mse_mean": 0.0013303105588420294, "idea_jacobian_row_norm_mean": 0.506630796357058 }, "confirmed": true } }