Solver-Trajectory Flow Matching / 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": 0.01
10 },
11 "sweep": [
12 {
13 "cfg": {
14 "lr": 0.001
15 },
16 "mean": 0.02100143244024366
17 },
18 {
19 "cfg": {
20 "lr": 0.003
21 },
22 "mean": 0.0030831422773189843
23 },
24 {
25 "cfg": {
26 "lr": 0.01
27 },
28 "mean": 0.002158296701963991
29 }
30 ],
31 "full": {
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33 "std": 0.0007424383658550215,
34 "per_seed": [
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38 0.0028003137558698654,
39 0.0015804190188646317,
40 0.003060286631807685,
41 0.002158003393560648,
42 0.0009949121158570051
43 ],
44 "n": 8
45 }
46 },
47 "idea": {
48 "mean": 0.07345113484188914,
49 "std": 0.011031271199206346,
50 "per_seed": [
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52 0.07005804777145386,
53 0.08214986324310303,
54 0.09056025743484497,
55 0.05593807250261307,
56 0.07245660573244095,
57 0.08499487489461899,
58 0.06980543583631516
59 ],
60 "n": 8
61 },
62 "comparison": {
63 "delta_mean": 0.0713977838458959,
64 "idea_wins": 0,
65 "n_pairs": 8,
66 "per_seed_diffs": [
67 0.05912040267139673,
68 0.0690901237539947,
69 0.07981043285690248,
70 0.0877599436789751,
71 0.054357653483748436,
72 0.06939631910063326,
73 0.08283687150105834,
74 0.06881052372045815
75 ],
76 "p_value": 0.0081,
77 "mde": 0.009619511434093848,
78 "mde_rel_pct": 468.4786698847229,
79 "verdict": "idea worse (significant)",
80 "system_worked": false
81 },
82 "mechanism_signature": {
83 "mechanism_signature": {
84 "predicted": "trajectory velocity should vary with segment/time and integration should reconstruct endpoint",
85 "baseline_endpoint_mse": 0.003087950637564063,
86 "idea_endpoint_mse": 0.05978367105126381,
87 "initial_velocity_mse": 0.04817172512412071,
88 "confirmed": true
89 },
90 "idea_sweep": [
91 {
92 "cfg": {
93 "lr": 0.01
94 },
95 "mean": 0.07610352244228125
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97 {
98 "cfg": {
99 "lr": 0.001
100 },
101 "mean": 0.10371190309524536
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103 {
104 "cfg": {
105 "lr": 0.01
106 },
107 "mean": 0.07610352244228125
108 }
109 ],
110 "track_match": "dynamics matches controlled solver/refinement trajectories"
111 },
112 "math_check": {
113 "interpolation_identity_max_error": 0.0,
114 "velocity_identity_max_error": 4.678964614868164e-06,
115 "prediction": "piecewise interpolation and segment velocity are exact"
116 },
117 "baseline_union_grid": [
118 {
119 "lr": 0.001
120 },
121 {
122 "lr": 0.003
123 },
124 {
125 "lr": 0.01
126 }
127 ],
128 "idea_best_cfg": {
129 "lr": 0.01
130 }
131}