Information-Budgeted Reverse-Dynamics Controller / 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": 0.006
10 },
11 "sweep": [
12 {
13 "cfg": {
14 "lr": 0.001
15 },
16 "mean": 0.001154391880845651
17 },
18 {
19 "cfg": {
20 "lr": 0.003
21 },
22 "mean": 0.0006730457389494404
23 },
24 {
25 "cfg": {
26 "lr": 0.006
27 },
28 "mean": 0.0004064472232130356
29 }
30 ],
31 "full": {
32 "mean": 0.0003541622754710261,
33 "std": 9.525887076242907e-05,
34 "per_seed": [
35 0.0004017692699562758,
36 0.00043160535278730094,
37 0.00029359731706790626,
38 0.0004988169530406594,
39 0.0003143931389786303,
40 0.00029283223557285964,
41 0.00018064776668325067,
42 0.00041963616968132555
43 ],
44 "n": 8
45 }
46 },
47 "idea": {
48 "mean": 0.7773510366678238,
49 "std": 0.04344097334599117,
50 "per_seed": [
51 0.7313887476921082,
52 0.8112629652023315,
53 0.8064488172531128,
54 0.8520755171775818,
55 0.7981084585189819,
56 0.7174731492996216,
57 0.7519327402114868,
58 0.7501178979873657
59 ],
60 "n": 8,
61 "cfg": {
62 "lr": 0.006,
63 "beta": 0.01,
64 "gamma": 0.02
65 },
66 "sweep": [
67 {
68 "cfg": {
69 "lr": 0.001,
70 "beta": 0.01,
71 "gamma": 0.02
72 },
73 "mean": 0.8052886575460434
74 },
75 {
76 "cfg": {
77 "lr": 0.003,
78 "beta": 0.01,
79 "gamma": 0.02
80 },
81 "mean": 0.8011865019798279
82 },
83 {
84 "cfg": {
85 "lr": 0.006,
86 "beta": 0.01,
87 "gamma": 0.02
88 },
89 "mean": 0.8002940118312836
90 }
91 ],
92 "signature_per_seed": [
93 {
94 "info_nats": -0.11848548799753189,
95 "noise_sigma": 0.24387867748737335,
96 "reverse_mse": 0.8134815096855164
97 },
98 {
99 "info_nats": -0.114313505589962,
100 "noise_sigma": 0.25354620814323425,
101 "reverse_mse": 0.8361767530441284
102 },
103 {
104 "info_nats": -0.022014688700437546,
105 "noise_sigma": 0.23950694501399994,
106 "reverse_mse": 0.8750950694084167
107 },
108 {
109 "info_nats": -0.10838189721107483,
110 "noise_sigma": 0.26771512627601624,
111 "reverse_mse": 0.8871616125106812
112 },
113 {
114 "info_nats": -0.061512164771556854,
115 "noise_sigma": 0.250619113445282,
116 "reverse_mse": 0.8385130167007446
117 },
118 {
119 "info_nats": -0.08916227519512177,
120 "noise_sigma": 0.24852284789085388,
121 "reverse_mse": 0.7741023898124695
122 },
123 {
124 "info_nats": -0.05122513696551323,
125 "noise_sigma": 0.25014737248420715,
126 "reverse_mse": 0.8042869567871094
127 },
128 {
129 "info_nats": -0.12155700474977493,
130 "noise_sigma": 0.23886628448963165,
131 "reverse_mse": 0.8002150058746338
132 }
133 ]
134 },
135 "comparison": {
136 "delta_mean": 0.7769968743923528,
137 "idea_wins": 0,
138 "n_pairs": 8,
139 "per_seed_diffs": [
140 0.7309869784221519,
141 0.8108313598495442,
142 0.8061552199360449,
143 0.8515767002245411,
144 0.7977940653800033,
145 0.7171803170640487,
146 0.7517520924448036,
147 0.7496982618176844
148 ],
149 "p_value": 0.0081,
150 "mde": 0.03879287423905792,
151 "mde_rel_pct": 10953.417945901907,
152 "verdict": "idea worse (significant)",
153 "system_worked": false
154 },
155 "mechanism_signature": {
156 "track_choice": "dynamics: actuated pendulum rollout is structurally matched to control/stability.",
157 "prediction": "The intended prediction was lower information with a useful reverse prior; the trained signature did not validate this quantitatively because the estimated information was negative and no baseline information measurement was recorded.",
158 "predicted_info_nats": -0.08583152014762163,
159 "observed_reverse_mse": 0.8286290392279625,
160 "observed_noise_sigma": 0.2491003219038248,
161 "confirmed": false
162 }
163}