{ "bench_version": 1, "track": "dynamics", "model": "rnn_small", "metric_direction": "lower is better", "n_seeds": 8, "baseline": { "best_cfg": { "lr": 0.01, "M": 1 }, "sweep": [ { "cfg": { "lr": 0.001, "M": 1 }, "mean": 0.001921573159052059 }, { "cfg": { "lr": 0.003, "M": 1 }, "mean": 0.0011179699067724869 }, { "cfg": { "lr": 0.01, "M": 1 }, "mean": 0.0006299250526353717 } ], "full": { "mean": 0.0005546553857129766, "std": 0.00021396768993230646, "per_seed": [ 0.0004971042508259416, 0.0004999673110432923, 0.00046853424282744527, 0.0010540944058448076, 0.0005468997405841947, 0.00023900401720311493, 0.0006055250996723771, 0.0005261140177026391 ], "n": 8 } }, "idea": { "mean": 0.0005546553857129766, "std": 0.00021396768993230646, "per_seed": [ 0.0004971042508259416, 0.0004999673110432923, 0.00046853424282744527, 0.0010540944058448076, 0.0005468997405841947, 0.00023900401720311493, 0.0006055250996723771, 0.0005261140177026391 ], "n": 8, "sweep": [ { "cfg": { "lr": 0.001, "M": 1 }, "mean": 0.001921573159052059 }, { "cfg": { "lr": 0.003, "M": 1 }, "mean": 0.0011179699067724869 }, { "cfg": { "lr": 0.01, "M": 1 }, "mean": 0.0006299250526353717 } ] }, "comparison": { "delta_mean": 0.0, "idea_wins": 0, "n_pairs": 8, "per_seed_diffs": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], "p_value": 1.0, "mde": 0.0, "mde_rel_pct": 0.0, "verdict": "no measurable effect", "system_worked": false }, "mechanism_signature": { "prediction": "Lyapunov certificate filters sampled updates; rejected proposals should have positive certificate and accepted proposals nonpositive.", "trained_model_measurements": [ { "accepted": 72, "rejected": 0, "checks": 72, "violations": 0, "violation_rate": 0.0, "mean_certificate": -0.49112362704343265 }, { "accepted": 72, "rejected": 0, "checks": 72, "violations": 0, "violation_rate": 0.0, "mean_certificate": -0.4969692817992634 }, { "accepted": 72, "rejected": 0, "checks": 72, "violations": 0, "violation_rate": 0.0, "mean_certificate": -0.5120618219176928 }, { "accepted": 72, "rejected": 0, "checks": 72, "violations": 0, "violation_rate": 0.0, "mean_certificate": -0.5117074669235282 }, { "accepted": 72, "rejected": 0, "checks": 72, "violations": 0, "violation_rate": 0.0, "mean_certificate": -0.5226765928996934 }, { "accepted": 72, "rejected": 0, "checks": 72, "violations": 0, "violation_rate": 0.0, "mean_certificate": -0.48182762745353913 }, { "accepted": 72, "rejected": 0, "checks": 72, "violations": 0, "violation_rate": 0.0, "mean_certificate": -0.4946398569477929 }, { "accepted": 72, "rejected": 0, "checks": 72, "violations": 0, "violation_rate": 0.0, "mean_certificate": -0.508300371054146 } ], "confirmed": false }, "protocol_notes": "Baseline and idea share rnn_small, data, epochs, batch, Adam, and lr/M grid; only certificate rejection differs." }