Gain-Weighted Cluster Co-Design / bench_report.json
Mechanism confirmed, baseline not beaten
1{
2 "bench_version": 1,
3 "track": "dynamics",
4 "model": "rnn_small",
5 "metric_direction": "lower is better",
6 "n_seeds": 8,
7 "baseline": {
8 "best_cfg": {
9 "lr": 0.003
10 },
11 "sweep": [
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44 "n": 8
45 }
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47 "idea": {
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60 "n": 8,
61 "best_cfg": {
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63 },
64 "sweep": [
65 {
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68 },
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71 {
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77 {
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84 },
85 "comparison": {
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88 "n_pairs": 8,
89 "per_seed_diffs": [
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94 0.006503584794700146,
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98 ],
99 "p_value": 0.778,
100 "mde": 0.005384277405441072,
101 "mde_rel_pct": 40.847358161234816,
102 "verdict": "no significant win",
103 "system_worked": false
104 },
105 "mechanism_signature": {
106 "prediction": "trained-model gain weighting lowers normalized local certificate versus q=0",
107 "observed_normalized_mu": 17.170748114585876,
108 "observed_unscaled_mu": 18.16585087776184,
109 "relative_reduction": 0.05477875877502347,
110 "clusters_from_trained_models": [
111 [
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114 5
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116 [
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120 [
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122 6,
123 7
124 ]
125 ],
126 "confirmed": true
127 }
128}