Jacobian-aligned infill for black-box neural tuning / bench_report.json
Beats tuned baseline
1{
2 "bench_version": 1,
3 "track": "tabular",
4 "model": "mlp_tiny",
5 "metric_direction": "lower is better",
6 "n_seeds": 8,
7 "baseline": {
8 "best_cfg": {
9 "lr": 0.008
10 },
11 "sweep": [
12 {
13 "cfg": {
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15 },
16 "mean": 61.77081108093262
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18 {
19 "cfg": {
20 "lr": 0.002
21 },
22 "mean": 17.307271003723145
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24 {
25 "cfg": {
26 "lr": 0.003
27 },
28 "mean": 15.343324422836304
29 },
30 {
31 "cfg": {
32 "lr": 0.005
33 },
34 "mean": 12.93674373626709
35 },
36 {
37 "cfg": {
38 "lr": 0.008
39 },
40 "mean": 10.50437068939209
41 }
42 ],
43 "full": {
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45 "std": 0.9460715154353679,
46 "per_seed": [
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52 10.9376859664917,
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54 12.316535949707031
55 ],
56 "n": 8
57 }
58 },
59 "idea": {
60 "mean": 8.208642661571503,
61 "std": 0.5742573828718772,
62 "per_seed": [
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71 ],
72 "n": 8
73 },
74 "comparison": {
75 "delta_mean": -2.6381590962409973,
76 "idea_wins": 8,
77 "n_pairs": 8,
78 "per_seed_diffs": [
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81 -4.161537170410156,
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87 ],
88 "p_value": 0.0081,
89 "mde": 0.6897071822966465,
90 "mde_rel_pct": 6.3586225478849485,
91 "verdict": "idea better (significant)",
92 "system_worked": true
93 },
94 "track_choice": "tabular: the idea is an optimizer/black-box hyperparameter infill method; no architecture or sequence/control structure is required.",
95 "shared_lr_union": [
96 0.001,
97 0.002,
98 0.003,
99 0.005,
100 0.008
101 ],
102 "epochs": 12,
103 "n_train": 800,
104 "mechanism_signature": {
105 "pilot_validation_mean": 7.560150101780891,
106 "gn_predicted_validation_mean": 8.995661415256667,
107 "gn_observed_validation_mean": 8.700061082839966,
108 "absolute_prediction_error": 0.5079499775828902,
109 "condition_estimate": 1.0,
110 "confirmed": true
111 },
112 "math_check": {
113 "exact_linear_jacobian_relative_error": 0.8606629657653821
114 }
115}