Zero-Crossing Reset Integral Optimizer / 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": 0.006
10 },
11 "sweep": [
12 {
13 "cfg": {
14 "lr": 0.0015
15 },
16 "mean": 0.0011411938758101314
17 },
18 {
19 "cfg": {
20 "lr": 0.003
21 },
22 "mean": 0.0008498737297486514
23 },
24 {
25 "cfg": {
26 "lr": 0.006
27 },
28 "mean": 0.0006388214169419371
29 }
30 ],
31 "full": {
32 "mean": 0.0006619469895667862,
33 "std": 0.00021167023064506447,
34 "per_seed": [
35 0.0005903388955630362,
36 0.0005036640213802457,
37 0.0004466140235308558,
38 0.0010146687272936106,
39 0.0006089333328418434,
40 0.00040170771535485983,
41 0.0008167694904841483,
42 0.00091287971008569
43 ],
44 "n": 8
45 },
46 "sweep_union": [
47 0.0015,
48 0.003,
49 0.006
50 ],
51 "method": "Adam"
52 },
53 "idea": {
54 "mean": 0.036549699725583196,
55 "std": 0.01617539040826831,
56 "per_seed": [
57 0.018661078065633774,
58 0.03602646663784981,
59 0.04254741966724396,
60 0.07239222526550293,
61 0.02369782328605652,
62 0.027904292568564415,
63 0.025326665490865707,
64 0.045841626822948456
65 ],
66 "n": 8,
67 "sweep": [
68 {
69 "cfg": {
70 "lr": 0.0015
71 },
72 "mean": 0.4790512025356293
73 },
74 {
75 "cfg": {
76 "lr": 0.003
77 },
78 "mean": 0.26442450284957886
79 },
80 {
81 "cfg": {
82 "lr": 0.006
83 },
84 "mean": 0.04240679740905762
85 }
86 ],
87 "best_cfg": {
88 "lr": 0.006
89 },
90 "method": "reset_PI"
91 },
92 "comparison": {
93 "delta_mean": 0.03588775273601641,
94 "idea_wins": 0,
95 "n_pairs": 8,
96 "per_seed_diffs": [
97 0.018070739170070738,
98 0.03552280261646956,
99 0.0421008056437131,
100 0.07137755653820932,
101 0.023088889953214675,
102 0.027502584853209555,
103 0.02450989600038156,
104 0.044928747112862766
105 ],
106 "p_value": 0.0081,
107 "mde": 0.014347581754178641,
108 "mde_rel_pct": 2167.481985765729,
109 "verdict": "idea worse (significant)",
110 "system_worked": false
111 },
112 "mechanism_signature": {
113 "prediction": "sign crossings trigger integral resets and dwell limits reset frequency",
114 "observed_mean_sign_flip_events": 427.875,
115 "observed_mean_resets": 59.25,
116 "observed_reset_fraction_of_flip_events": 0.13847502191060473,
117 "dwell_steps": 8,
118 "confirmed": true
119 },
120 "track_justification": "The idea targets stability/control dynamics; the built-in actuated pendulum rollout is structurally matched."
121}