{ "bench_version": 1, "track": "dynamics", "model": "rnn_small", "metric_direction": "lower is better", "n_seeds": 8, "baseline": { "best_cfg": { "lr": 0.03 }, "sweep": [ { "cfg": { "lr": 0.001 }, "mean": 0.0013811723329126835 }, { "cfg": { "lr": 0.01 }, "mean": 0.00036846242801402695 }, { "cfg": { "lr": 0.03 }, "mean": 0.0001452554606657941 } ], "full": { "mean": 0.00016686083745298674, "std": 0.0001211998237425883, "per_seed": [ 0.000324782362440601, 5.0498259952291846e-05, 6.899042637087405e-05, 0.00013675079389940947, 0.00021192267013248056, 0.0003892787790391594, 9.448564378544688e-05, 5.817776400363073e-05 ], "n": 8 } }, "idea": { "best_cfg": { "lr": 0.03 }, "sweep": [ { "cfg": { "lr": 0.001 }, "mean": 0.0015905930049484596, "per_seed": [ 0.001139691099524498, 0.0013835665304213762, 0.0010758476564660668, 0.001925584045238793, 0.0012607797980308533, 0.001312664826400578, 0.0020039849914610386, 0.0026226250920444727 ] }, { "cfg": { "lr": 0.01 }, "mean": 0.00038149026113387663, "per_seed": [ 0.00029065465787425637, 0.0005194233381189406, 0.0002394697949057445, 0.00042430192115716636, 0.00026041336241178215, 0.00043081643525511026, 0.0004192772030364722, 0.0004675653763115406 ] }, { "cfg": { "lr": 0.03 }, "mean": 0.00015556820017081918, "per_seed": [ 0.0003302668046671897, 9.448741184314713e-05, 0.00012044865434290841, 9.239319479092956e-05, 0.00011777623876696452, 0.00015112041728571057, 0.00016604004485998303, 0.00017201283480972052 ] } ], "mean": 0.00015556820017081918, "std": 7.185317458066955e-05, "per_seed": [ 0.0003302668046671897, 9.448741184314713e-05, 0.00012044865434290841, 9.239319479092956e-05, 0.00011777623876696452, 0.00015112041728571057, 0.00016604004485998303, 0.00017201283480972052 ], "n": 8 }, "comparison": { "delta_mean": -1.1292637282167561e-05, "idea_wins": 3, "n_pairs": 8, "per_seed_diffs": [ 5.484442226588726e-06, 4.398915189085528e-05, 5.1458227972034365e-05, -4.435759910847992e-05, -9.414643136551604e-05, -0.00023815836175344884, 7.155440107453614e-05, 0.00011383507080608979 ], "p_value": 0.82275, "mde": 9.440018542032603e-05, "mde_rel_pct": 56.57420090973917, "verdict": "no significant win", "system_worked": false }, "protocol_notes": "Dynamics pendulum is structurally matched to stability/control. Adam is shared; only per-update controller scaling differs.", "mechanism_signature": { "predicted_cap_mean": 3.5256107662831653, "observed_accepted_eta_mean": 2.748427854677808, "proposal_cap_fraction": 0.3080357142857143, "observed_update_norm_mean": 1.5009487083821522, "gradient_ratio_to_next_loss_change_corr": -0.06326550793870624, "n_trained_updates": 672, "confirmed": true }, "math_sanity": { "cap_monotone_in_S": true, "formula": "eta_cap=1+sqrt(1+2S)*sqrt(rho*v+eps)" } }