{ "bench_version": 1, "track": "vision", "model": "cnn_small", "metric_direction": "lower is better", "n_seeds": 8, "baseline": { "best_cfg": { "lr": 0.001 }, "sweep": [ { "cfg": { "lr": 0.001 }, "mean": 0.8866666704416275 }, { "cfg": { "lr": 0.003 }, "mean": 0.8950000107288361 }, { "cfg": { "lr": 0.01 }, "mean": 0.908333346247673 } ], "full": { "mean": 0.8875000029802322, "std": 0.02548147140610766, "per_seed": [ 0.9133333563804626, 0.8999999761581421, 0.8666666746139526, 0.8666666746139526, 0.8733333349227905, 0.8933333158493042, 0.9333333373069763, 0.8533333539962769 ], "n": 8 } }, "idea": { "mean": 0.890000008046627, "std": 0.027284505974877197, "per_seed": [ 0.9133333563804626, 0.8999999761581421, 0.8533333539962769, 0.8600000143051147, 0.9066666960716248, 0.8933333158493042, 0.9333333373069763, 0.8600000143051147 ], "n": 8 }, "comparison": { "delta_mean": 0.002500005066394806, "idea_wins": 2, "n_pairs": 8, "per_seed_diffs": [ 0.0, 0.0, -0.013333320617675781, -0.006666660308837891, 0.03333336114883423, 0.0, 0.0, 0.006666660308837891 ], "p_value": 0.8775, "mde": 0.011515956518988579, "mde_rel_pct": 1.2975725611625806, "verdict": "no measurable effect", "system_worked": false }, "mechanism_signature": { "track_choice": "vision: categorical class probability output matches exact DPD integral; label corruption tests robustness", "noise_rate": 0.2, "idea_sweep": [ { "cfg": { "lr": 0.001, "alpha": 0.3 }, "result": { "mean": 0.8916666731238365, "std": 0.02920236995935498, "per_seed": [ 0.9133333563804626, 0.9133333563804626, 0.8666666746139526, 0.8666666746139526, 0.9066666960716248, 0.8933333158493042, 0.9333333373069763, 0.8399999737739563 ], "n": 8 } }, { "cfg": { "lr": 0.001, "alpha": 0.5 }, "result": { "mean": 0.890000008046627, "std": 0.027284505974877197, "per_seed": [ 0.9133333563804626, 0.8999999761581421, 0.8533333539962769, 0.8600000143051147, 0.9066666960716248, 0.8933333158493042, 0.9333333373069763, 0.8600000143051147 ], "n": 8 } }, { "cfg": { "lr": 0.001, "alpha": 0.7 }, "result": { "mean": 0.8900000154972076, "std": 0.029627313293764897, "per_seed": [ 0.9133333563804626, 0.9133333563804626, 0.846666693687439, 0.8533333539962769, 0.9066666960716248, 0.8866666555404663, 0.9333333373069763, 0.8666666746139526 ], "n": 8 } } ], "mechanism_signature": { "prediction": "observed-label score gradient ratio equals (1+alpha)*q^alpha", "alpha": 0.5, "n_corrupted": 48, "mean_predicted_ratio": 0.48781922459602356, "mean_observed_ratio": 0.48781922459602356, "max_relative_error": 3.0113764637462737e-07, "corrupted_mean_q": 0.10800278186798096, "confirmed": true } } }