Robust Physics-Sparse Neural Dynamics / bench_report.json
Failed on benchmark
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": 0.01
10 },
11 "sweep": [
12 {
13 "cfg": {
14 "lr": 0.001
15 },
16 "mean": 0.001921573159052059
17 },
18 {
19 "cfg": {
20 "lr": 0.003
21 },
22 "mean": 0.0011179699067724869
23 },
24 {
25 "cfg": {
26 "lr": 0.01
27 },
28 "mean": 0.0006299250526353717
29 }
30 ],
31 "full": {
32 "mean": 0.0005546553857129766,
33 "std": 0.00021396768993230646,
34 "per_seed": [
35 0.0004971042508259416,
36 0.0004999673110432923,
37 0.00046853424282744527,
38 0.0010540944058448076,
39 0.0005468997405841947,
40 0.00023900401720311493,
41 0.0006055250996723771,
42 0.0005261140177026391
43 ],
44 "n": 8
45 }
46 },
47 "idea": {
48 "mean": 0.03986519586760551,
49 "std": 0.034170930267310405,
50 "per_seed": [
51 0.028408890590071678,
52 0.1224212571978569,
53 0.01613774709403515,
54 0.053532518446445465,
55 0.046550970524549484,
56 0.02247580699622631,
57 0.018617291003465652,
58 0.010777085088193417
59 ],
60 "n": 8
61 },
62 "comparison": {
63 "delta_mean": 0.03931054048189253,
64 "idea_wins": 0,
65 "n_pairs": 8,
66 "per_seed_diffs": [
67 0.027911786339245737,
68 0.12192128988681361,
69 0.015669212851207703,
70 0.05247842404060066,
71 0.04600407078396529,
72 0.022236802979023196,
73 0.018011765903793275,
74 0.010250971070490777
75 ],
76 "p_value": 0.0081,
77 "mde": 0.030512142347341273,
78 "mde_rel_pct": 5501.099084816372,
79 "verdict": "idea worse (significant)",
80 "system_worked": false
81 },
82 "mechanism_signature": {
83 "nn_scale_stability": {
84 "prediction": "known stable relaxation/readout reduces local rollout amplification",
85 "baseline": {
86 "mean_jacobian_norm": 0.3944494118914008,
87 "max_jacobian_norm": 0.4280492067337036,
88 "perturbation_proxy": 0.06204786151647568
89 },
90 "idea": {
91 "mean_jacobian_norm": 0.9194773212075233,
92 "max_jacobian_norm": 13.631381034851074,
93 "perturbation_proxy": 0.8245298266410828
94 },
95 "confirmed": false
96 },
97 "idea_cfg": {
98 "lr": 0.01
99 }
100 },
101 "protocol_note": "8 paired seeds; 400/160 samples; 18 epochs; baseline and idea evaluated on identical lr union."
102}