Bi-Maxwell Muon / bench_report.json
Unverified
1{
2 "bench_version": 1,
3 "track": "tabular",
4 "model": "mlp_tiny",
5 "metric_direction": "lower is better",
6 "n_seeds": 8,
7 "baseline": {
8 "best_cfg": {
9 "lr": 0.005,
10 "weight_decay": 0.0001
11 },
12 "sweep": [
13 {
14 "cfg": {
15 "lr": 0.001,
16 "weight_decay": 0.0
17 },
18 "mean": 107.39756393432617
19 },
20 {
21 "cfg": {
22 "lr": 0.001,
23 "weight_decay": 0.0001
24 },
25 "mean": 107.39925003051758
26 },
27 {
28 "cfg": {
29 "lr": 0.002,
30 "weight_decay": 0.0
31 },
32 "mean": 44.976237297058105
33 },
34 {
35 "cfg": {
36 "lr": 0.002,
37 "weight_decay": 0.0001
38 },
39 "mean": 44.978708267211914
40 },
41 {
42 "cfg": {
43 "lr": 0.003,
44 "weight_decay": 0.0
45 },
46 "mean": 24.11869478225708
47 },
48 {
49 "cfg": {
50 "lr": 0.003,
51 "weight_decay": 0.0001
52 },
53 "mean": 24.120020389556885
54 },
55 {
56 "cfg": {
57 "lr": 0.005,
58 "weight_decay": 0.0
59 },
60 "mean": 21.456337451934814
61 },
62 {
63 "cfg": {
64 "lr": 0.005,
65 "weight_decay": 0.0001
66 },
67 "mean": 21.456222534179688
68 }
69 ],
70 "full": {
71 "mean": 21.57731342315674,
72 "std": 1.5687495825188427,
73 "per_seed": [
74 22.156478881835938,
75 22.034189224243164,
76 22.254423141479492,
77 19.379798889160156,
78 19.08241081237793,
79 22.424152374267578,
80 21.120243072509766,
81 24.166810989379883
82 ],
83 "n": 8
84 }
85 },
86 "idea": {
87 "mean": 23.979673385620117,
88 "std": 1.9050116210009282,
89 "per_seed": [
90 25.87602996826172,
91 24.822738647460938,
92 24.548673629760742,
93 21.082088470458984,
94 21.36577033996582,
95 24.733022689819336,
96 22.76095199584961,
97 26.64811134338379
98 ],
99 "n": 8
100 },
101 "comparison": {
102 "delta_mean": 2.402359962463379,
103 "idea_wins": 0,
104 "n_pairs": 8,
105 "per_seed_diffs": [
106 3.7195510864257812,
107 2.7885494232177734,
108 2.29425048828125,
109 1.7022895812988281,
110 2.2833595275878906,
111 2.308870315551758,
112 1.6407089233398438,
113 2.4813003540039062
114 ],
115 "p_value": 0.0081,
116 "mde": 0.5469499653262384,
117 "mde_rel_pct": 2.534838117238695,
118 "verdict": "idea worse (significant)",
119 "system_worked": false
120 },
121 "mechanism_signature": {
122 "track_choice": "optimizer intervention matches tabular Friedman#1 track; identical mlp_tiny systems differ only in matrix momentum state",
123 "idea_config": {
124 "lr": 0.003,
125 "weight_decay": 0.0001,
126 "beta_fast": 0.9,
127 "beta_slow": 0.99,
128 "weight_fast": 0.5
129 },
130 "mechanism_signature": {
131 "prediction": "impulse response initialized by a measured trained-model gradient has decay slope between fast and slow log betas",
132 "predicted_interval": [
133 -0.10536051565782628,
134 -0.01005033585350145
135 ],
136 "observed_mean_slope": -0.09078844601504563,
137 "per_seed": [
138 {
139 "seed": 0,
140 "observed_mix_log_slope": -0.09078844601504561,
141 "predicted_fast_log_beta": -0.10536051565782628,
142 "predicted_slow_log_beta": -0.01005033585350145
143 },
144 {
145 "seed": 1,
146 "observed_mix_log_slope": -0.09078844601504557,
147 "predicted_fast_log_beta": -0.10536051565782628,
148 "predicted_slow_log_beta": -0.01005033585350145
149 },
150 {
151 "seed": 2,
152 "observed_mix_log_slope": -0.09078844601504571,
153 "predicted_fast_log_beta": -0.10536051565782628,
154 "predicted_slow_log_beta": -0.01005033585350145
155 },
156 {
157 "seed": 3,
158 "observed_mix_log_slope": -0.09078844601504561,
159 "predicted_fast_log_beta": -0.10536051565782628,
160 "predicted_slow_log_beta": -0.01005033585350145
161 }
162 ],
163 "confirmed": true
164 }
165 },
166 "custom_track": null
167}