Spectral-Gated Parallel Best Responses / bench_report.json
Failed on benchmark
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": 0.006,
10 "weight_decay": 0.0001
11 },
12 "sweep": [
13 {
14 "cfg": {
15 "lr": 0.001,
16 "weight_decay": 0.0
17 },
18 "mean": 25.60164165496826
19 },
20 {
21 "cfg": {
22 "lr": 0.001,
23 "weight_decay": 0.0001
24 },
25 "mean": 25.508389472961426
26 },
27 {
28 "cfg": {
29 "lr": 0.003,
30 "weight_decay": 0.0
31 },
32 "mean": 13.860755920410156
33 },
34 {
35 "cfg": {
36 "lr": 0.003,
37 "weight_decay": 0.0001
38 },
39 "mean": 13.839483976364136
40 },
41 {
42 "cfg": {
43 "lr": 0.006,
44 "weight_decay": 0.0
45 },
46 "mean": 10.442761182785034
47 },
48 {
49 "cfg": {
50 "lr": 0.006,
51 "weight_decay": 0.0001
52 },
53 "mean": 10.238675355911255
54 }
55 ],
56 "full": {
57 "mean": 10.678602695465088,
58 "std": 1.2286671921700971,
59 "per_seed": [
60 10.056567192077637,
61 11.58691120147705,
62 9.562552452087402,
63 9.74867057800293,
64 8.789999961853027,
65 11.738417625427246,
66 11.37514591217041,
67 12.570556640625
68 ],
69 "n": 8
70 }
71 },
72 "idea": {
73 "cfg": {
74 "lr": 0.006,
75 "reg": 0.02,
76 "alpha": 0.5
77 },
78 "mean": 98.17565250396729,
79 "std": 15.026422279731827,
80 "per_seed": [
81 108.2091293334961,
82 109.38567352294922,
83 88.7021255493164,
84 95.20142364501953,
85 67.35282135009766,
86 112.1347427368164,
87 89.88146209716797,
88 114.537841796875
89 ],
90 "n": 8
91 },
92 "comparison": {
93 "delta_mean": 87.4970498085022,
94 "idea_wins": 0,
95 "n_pairs": 8,
96 "per_seed_diffs": [
97 98.15256214141846,
98 97.79876232147217,
99 79.139573097229,
100 85.4527530670166,
101 58.56282138824463,
102 100.39632511138916,
103 78.50631618499756,
104 101.96728515625
105 ],
106 "p_value": 0.0081,
107 "mde": 12.591954120737624,
108 "mde_rel_pct": 117.91761974705814,
109 "verdict": "idea worse (significant)",
110 "system_worked": false
111 },
112 "mechanism_signature": {
113 "predicted_vs_observed": [
114 {
115 "seed": 0,
116 "rho_pred": 0.6043921917676925,
117 "observed_block_response": [
118 37.716896057128906,
119 54.9484977722168,
120 154.05938720703125
121 ]
122 },
123 {
124 "seed": 1,
125 "rho_pred": 0.5927385747432707,
126 "observed_block_response": [
127 39.42379379272461,
128 57.7188835144043,
129 155.12850952148438
130 ]
131 },
132 {
133 "seed": 2,
134 "rho_pred": 0.5786523669958115,
135 "observed_block_response": [
136 42.31975173950195,
137 50.240013122558594,
138 138.11692810058594
139 ]
140 },
141 {
142 "seed": 3,
143 "rho_pred": 0.560906821489334,
144 "observed_block_response": [
145 43.896156311035156,
146 62.861045837402344,
147 148.82882690429688
148 ]
149 },
150 {
151 "seed": 4,
152 "rho_pred": 0.5791306406259537,
153 "observed_block_response": [
154 45.193443298339844,
155 60.726924896240234,
156 165.0826416015625
157 ]
158 },
159 {
160 "seed": 5,
161 "rho_pred": 0.5629717469215392,
162 "observed_block_response": [
163 45.11399841308594,
164 62.12171173095703,
165 140.21766662597656
166 ]
167 },
168 {
169 "seed": 6,
170 "rho_pred": 0.5911920607089995,
171 "observed_block_response": [
172 41.594322204589844,
173 59.584537506103516,
174 163.77099609375
175 ]
176 },
177 {
178 "seed": 7,
179 "rho_pred": 0.5964572012424468,
180 "observed_block_response": [
181 46.23796081542969,
182 56.21791076660156,
183 158.2962188720703
184 ]
185 }
186 ],
187 "prediction": "gated blocks should avoid unstable coupling",
188 "confirmed": false,
189 "note": "NN probe is heuristic, not exact Hessian spectral radius"
190 },
191 "idea_sweep": [
192 {
193 "cfg": {
194 "lr": 0.001,
195 "reg": 0.02,
196 "alpha": 0.5
197 },
198 "mean": 227.52948379516602,
199 "std": 6.764206456146394,
200 "per_seed": [
201 234.45175170898438,
202 228.4759063720703,
203 232.97796630859375,
204 214.48780822753906,
205 232.79397583007812,
206 225.4188232421875,
207 219.51397705078125,
208 232.11566162109375
209 ],
210 "n": 8
211 },
212 {
213 "cfg": {
214 "lr": 0.003,
215 "reg": 0.02,
216 "alpha": 0.5
217 },
218 "mean": 198.1618824005127,
219 "std": 7.105863534863813,
220 "per_seed": [
221 205.67877197265625,
222 202.6162872314453,
223 200.92047119140625,
224 187.7106170654297,
225 191.00547790527344,
226 201.2646484375,
227 189.39215087890625,
228 206.70663452148438
229 ],
230 "n": 8
231 },
232 {
233 "cfg": {
234 "lr": 0.006,
235 "reg": 0.02,
236 "alpha": 0.5
237 },
238 "mean": 98.17565250396729,
239 "std": 15.026422279731827,
240 "per_seed": [
241 108.2091293334961,
242 109.38567352294922,
243 88.7021255493164,
244 95.20142364501953,
245 67.35282135009766,
246 112.1347427368164,
247 89.88146209716797,
248 114.537841796875
249 ],
250 "n": 8
251 }
252 ],
253 "custom_track": null
254}