Cross-Ratio Reversible Lattice Layer / 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": 0.003,
10 "epochs": 25,
11 "weight_decay": 0.0001
12 },
13 "sweep": [
14 {
15 "cfg": {
16 "lr": 0.001,
17 "epochs": 25,
18 "weight_decay": 0.0
19 },
20 "mean": 0.006130807567387819
21 },
22 {
23 "cfg": {
24 "lr": 0.001,
25 "epochs": 25,
26 "weight_decay": 0.0001
27 },
28 "mean": 0.006120537058450282
29 },
30 {
31 "cfg": {
32 "lr": 0.003,
33 "epochs": 25,
34 "weight_decay": 0.0
35 },
36 "mean": 0.0046020153677091
37 },
38 {
39 "cfg": {
40 "lr": 0.003,
41 "epochs": 25,
42 "weight_decay": 0.0001
43 },
44 "mean": 0.0045645206701010466
45 },
46 {
47 "cfg": {
48 "lr": 0.01,
49 "epochs": 25,
50 "weight_decay": 0.0
51 },
52 "mean": 0.004882440727669746
53 },
54 {
55 "cfg": {
56 "lr": 0.01,
57 "epochs": 25,
58 "weight_decay": 0.0001
59 },
60 "mean": 0.004718217242043465
61 }
62 ],
63 "full": {
64 "mean": 0.004535878775641322,
65 "std": 0.0004771483174727427,
66 "per_seed": [
67 0.004597439430654049,
68 0.0038385987281799316,
69 0.004727847874164581,
70 0.005094196647405624,
71 0.004155295435339212,
72 0.00398264080286026,
73 0.00463221687823534,
74 0.005258794408291578
75 ],
76 "n": 8
77 }
78 },
79 "idea": {
80 "mean": 0.004785479104612023,
81 "std": 0.00089246428498962,
82 "per_seed": [
83 0.004405152052640915,
84 0.0037003301549702883,
85 0.00573378661647439,
86 0.005794585682451725,
87 0.0041740648448467255,
88 0.0035881984513252974,
89 0.004965356085449457,
90 0.005922358948737383
91 ],
92 "n": 8
93 },
94 "comparison": {
95 "delta_mean": 0.0002496003289707005,
96 "idea_wins": 3,
97 "n_pairs": 8,
98 "per_seed_diffs": [
99 -0.000192287378013134,
100 -0.00013826857320964336,
101 0.0010059387423098087,
102 0.0007003890350461006,
103 1.8769409507513046e-05,
104 -0.00039444235153496265,
105 0.00033313920721411705,
106 0.0006635645404458046
107 ],
108 "p_value": 0.209,
109 "mde": 0.0004201483148548282,
110 "mde_rel_pct": 9.262776534309474,
111 "verdict": "no significant win",
112 "system_worked": false
113 },
114 "idea_sweep": [
115 {
116 "cfg": {
117 "lr": 0.003,
118 "epochs": 25,
119 "weight_decay": 0.0001
120 },
121 "result": {
122 "mean": 0.006392467068508267,
123 "std": 0.0020169420755724718,
124 "per_seed": [
125 0.005178917199373245,
126 0.01132385153323412,
127 0.006093441043049097,
128 0.0059410021640360355,
129 0.006832372397184372,
130 0.006475373636931181,
131 0.004938049241900444,
132 0.004356729332357645
133 ],
134 "n": 8
135 }
136 },
137 {
138 "cfg": {
139 "lr": 0.001,
140 "epochs": 25,
141 "weight_decay": 0.0
142 },
143 "result": {
144 "mean": 0.022261007456108928,
145 "std": 0.02048209560797128,
146 "per_seed": [
147 0.014691504649817944,
148 0.015150383114814758,
149 0.07583310455083847,
150 0.014610606245696545,
151 0.010224367491900921,
152 0.017106497660279274,
153 0.02021658793091774,
154 0.01025500800460577
155 ],
156 "n": 8
157 }
158 },
159 {
160 "cfg": {
161 "lr": 0.01,
162 "epochs": 25,
163 "weight_decay": 0.0001
164 },
165 "result": {
166 "mean": 0.004785479104612023,
167 "std": 0.00089246428498962,
168 "per_seed": [
169 0.004405152052640915,
170 0.0037003301549702883,
171 0.00573378661647439,
172 0.005794585682451725,
173 0.0041740648448467255,
174 0.0035881984513252974,
175 0.004965356085449457,
176 0.005922358948737383
177 ],
178 "n": 8
179 }
180 }
181 ],
182 "structural_match": "stability/control dynamics",
183 "mechanism_signature": {
184 "prediction": "trained model plaquette residual near zero",
185 "observed_mean_residual": 3.852884162824921e-07,
186 "observed_singular_fraction": 0.0,
187 "predicted_float32_scale": "~1e-6",
188 "confirmed": true
189 }
190}