Exponential-Map Stochastic Residual Layer / bench_report.json
Beats tuned baseline
1{
2 "bench_version": 1,
3 "track": "sphere_one_step_dynamics",
4 "model": "mlp_tiny",
5 "metric_direction": "lower is better",
6 "n_seeds": 8,
7 "baseline": {
8 "best_cfg": {
9 "lr": 0.01,
10 "h": 0.12
11 },
12 "sweep": [
13 {
14 "cfg": {
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17 },
18 "mean": 0.00018889913917519152
19 },
20 {
21 "cfg": {
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24 },
25 "mean": 8.064255553108524e-05
26 },
27 {
28 "cfg": {
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31 },
32 "mean": 3.386509808933624e-05
33 },
34 {
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38 },
39 "mean": 1.4137278640191653e-05
40 },
41 {
42 "cfg": {
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45 },
46 "mean": 5.718101306229073e-06
47 },
48 {
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52 },
53 "mean": 3.6321278003015323e-06
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55 {
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62 {
63 "cfg": {
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66 },
67 "mean": 1.9908102331100963e-06
68 },
69 {
70 "cfg": {
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73 },
74 "mean": 2.2787774582866405e-06
75 }
76 ],
77 "full": {
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79 "std": 4.787010942122163e-07,
80 "per_seed": [
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82 1.5794613545949687e-06,
83 2.8728609322570264e-06,
84 1.9276044440630358e-06,
85 2.232864062534645e-06,
86 2.1574342099484056e-06,
87 2.126187155226944e-06,
88 1.2042750086038723e-06
89 ],
90 "n": 8
91 }
92 },
93 "idea": {
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95 "std": 3.449141553482167e-08,
96 "per_seed": [
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99 2.2312131875423802e-07,
100 1.0322276722263268e-07,
101 1.9205077705919393e-07,
102 1.9699885456248012e-07,
103 1.9496692971188168e-07,
104 1.638328370745512e-07
105 ],
106 "n": 8
107 },
108 "comparison": {
109 "delta_mean": -1.7760214641171501e-06,
110 "idea_wins": 8,
111 "n_pairs": 8,
112 "per_seed_diffs": [
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118 -1.9604353553859255e-06,
119 -1.9312202255150623e-06,
120 -1.040442171529321e-06
121 ],
122 "p_value": 0.0081,
123 "mde": 4.178357032172272e-07,
124 "mde_rel_pct": 21.31270934722776,
125 "verdict": "idea better (significant)",
126 "system_worked": true
127 },
128 "mechanism_signature": {
129 "trained_model_seed": 0,
130 "baseline_mean_abs_norm_error": 0.0008932742057368159,
131 "idea_mean_abs_norm_error": 1.7583369427143225e-08,
132 "predicted_idea_lower_constraint_error": true,
133 "confirmed": true
134 },
135 "custom_track": {
136 "name": "sphere_one_step_dynamics",
137 "file": "sphere_track.py",
138 "domain": "geometric_dynamics"
139 }
140}