{ "bench_version": 1, "track": "cycle_topology_graph", "model": "token_transformer", "metric_direction": "lower is better", "n_seeds": 8, "baseline": { "best_cfg": { "lr": 0.03 }, "sweep": [ { "cfg": { "lr": 0.003 }, "mean": 0.5099999904632568 }, { "cfg": { "lr": 0.01 }, "mean": 0.5062499940395355 }, { "cfg": { "lr": 0.03 }, "mean": 0.5 } ], "full": { "mean": 0.5, "std": 0.0, "per_seed": [ 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5 ], "n": 8 } }, "idea": { "best_cfg": { "lr": 0.01 }, "sweep": [ { "cfg": { "lr": 0.003 }, "mean": 0.20624999701976776 }, { "cfg": { "lr": 0.01 }, "mean": 0.1912499964237213 }, { "cfg": { "lr": 0.03 }, "mean": 0.3824999928474426 } ], "mean": 0.1831249948590994, "std": 0.025731483284918012, "per_seed": [ 0.17000000178813934, 0.17499999701976776, 0.20499999821186066, 0.2149999886751175, 0.19999998807907104, 0.17000000178813934, 0.12999999523162842, 0.19999998807907104 ], "n": 8 }, "comparison": { "delta_mean": -0.3168750051409006, "idea_wins": 8, "n_pairs": 8, "per_seed_diffs": [ -0.32999999821186066, -0.32500000298023224, -0.29500000178813934, -0.2850000113248825, -0.30000001192092896, -0.32999999821186066, -0.3700000047683716, -0.30000001192092896 ], "p_value": 0.0081, "mde": 0.023001012118687922, "mde_rel_pct": 4.600202423737584, "verdict": "idea better (significant)", "system_worked": true }, "mechanism_signature": { "predicted": { "class0_betti1": 1.0, "class1_betti1": 2.0 }, "observed": { "idea_accuracy_mean": 0.816875, "prediction_observed_betti1_correlation_mean": 0.6644070134962708 }, "confirmed": true, "note": "Measured from eight independently trained idea models on held-out graphs." }, "custom_track": { "name": "cycle_topology_graph", "file": "graph_topology_track.py", "domain": "graph_topology" }, "protocol_note": "Eight paired seeds; baseline and idea share the same Transformer architecture and lr union; only token construction differs." }