Dimension-Free Brenier Transport 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": {
9 "lr": 0.01,
10 "mean_metric": 1.0635505304890103e-05
11 },
12 "sweep": {
13 "0.001": {
14 "lr": 0.001,
15 "mean_metric": 0.0003965005817008205,
16 "per_seed": [
17 0.0003344195138197392,
18 0.00048574263928458095,
19 0.00034076091833412647,
20 0.00042507925536483526
21 ]
22 },
23 "0.003": {
24 "lr": 0.003,
25 "mean_metric": 3.096502723565209e-05,
26 "per_seed": [
27 3.235309850424528e-05,
28 3.7017063732491806e-05,
29 2.8209653464728035e-05,
30 2.6280293241143227e-05
31 ]
32 },
33 "0.01": {
34 "lr": 0.01,
35 "mean_metric": 1.0635505304890103e-05,
36 "per_seed": [
37 8.224938937928528e-06,
38 1.7855567421065643e-05,
39 7.3662031354615465e-06,
40 9.095311725104693e-06
41 ]
42 }
43 },
44 "full": {
45 "per_seed": [
46 8.224938937928528e-06,
47 1.7855567421065643e-05,
48 7.3662031354615465e-06,
49 9.095311725104693e-06,
50 1.3408420272753574e-05,
51 1.0250218110741116e-05,
52 9.51075980992755e-06,
53 7.620315045642201e-06
54 ],
55 "details": [
56 {
57 "metric": 8.224938937928528e-06,
58 "jacobian": 0.4901633560657501,
59 "final_train_loss": 1.2194402166642248e-05
60 },
61 {
62 "metric": 1.7855567421065643e-05,
63 "jacobian": 0.48987317085266113,
64 "final_train_loss": 1.6715545440092684e-05
65 },
66 {
67 "metric": 7.3662031354615465e-06,
68 "jacobian": 0.5534982085227966,
69 "final_train_loss": 1.0150326805160147e-05
70 },
71 {
72 "metric": 9.095311725104693e-06,
73 "jacobian": 0.5387848615646362,
74 "final_train_loss": 1.4617473374528345e-05
75 },
76 {
77 "metric": 1.3408420272753574e-05,
78 "jacobian": 0.5020041465759277,
79 "final_train_loss": 1.4221523815649562e-05
80 },
81 {
82 "metric": 1.0250218110741116e-05,
83 "jacobian": 0.49134495854377747,
84 "final_train_loss": 1.2912527137814323e-05
85 },
86 {
87 "metric": 9.51075980992755e-06,
88 "jacobian": 0.521506667137146,
89 "final_train_loss": 9.340690652607008e-06
90 },
91 {
92 "metric": 7.620315045642201e-06,
93 "jacobian": 0.5639464855194092,
94 "final_train_loss": 7.38364438075223e-06
95 }
96 ],
97 "config": {
98 "lr": 0.01,
99 "epochs": 12
100 }
101 }
102 },
103 "idea": {
104 "per_seed": [
105 8.224938937928528e-06,
106 1.7855567421065643e-05,
107 7.3662031354615465e-06,
108 9.095311725104693e-06,
109 1.3408420272753574e-05,
110 1.0250218110741116e-05,
111 9.51075980992755e-06,
112 7.620315045642201e-06
113 ],
114 "details": [
115 {
116 "metric": 8.224938937928528e-06,
117 "jacobian": 0.4901633560657501,
118 "train_probe_peak": 0.48664137721061707,
119 "cap": 2.0334276480858615,
120 "cap_events": 0
121 },
122 {
123 "metric": 1.7855567421065643e-05,
124 "jacobian": 0.48987317085266113,
125 "train_probe_peak": 0.493243932723999,
126 "cap": 2.0334276480858615,
127 "cap_events": 0
128 },
129 {
130 "metric": 7.3662031354615465e-06,
131 "jacobian": 0.5534982085227966,
132 "train_probe_peak": 0.5459591150283813,
133 "cap": 2.0334276480858615,
134 "cap_events": 0
135 },
136 {
137 "metric": 9.095311725104693e-06,
138 "jacobian": 0.5387848615646362,
139 "train_probe_peak": 0.5404819250106812,
140 "cap": 2.0334276480858615,
141 "cap_events": 0
142 },
143 {
144 "metric": 1.3408420272753574e-05,
145 "jacobian": 0.5020041465759277,
146 "train_probe_peak": 0.502926766872406,
147 "cap": 2.0334276480858615,
148 "cap_events": 0
149 },
150 {
151 "metric": 1.0250218110741116e-05,
152 "jacobian": 0.49134495854377747,
153 "train_probe_peak": 0.4878369867801666,
154 "cap": 2.0334276480858615,
155 "cap_events": 0
156 },
157 {
158 "metric": 9.51075980992755e-06,
159 "jacobian": 0.521506667137146,
160 "train_probe_peak": 0.5264161825180054,
161 "cap": 2.0334276480858615,
162 "cap_events": 0
163 },
164 {
165 "metric": 7.620315045642201e-06,
166 "jacobian": 0.5639464855194092,
167 "train_probe_peak": 0.5624905824661255,
168 "cap": 2.0334276480858615,
169 "cap_events": 0
170 }
171 ],
172 "config": {
173 "lr": 0.01,
174 "cap": 2.0334276480858615,
175 "mean_metric": 1.0635505304890103e-05,
176 "per_seed": [
177 8.224938937928528e-06,
178 1.7855567421065643e-05,
179 7.3662031354615465e-06,
180 9.095311725104693e-06
181 ]
182 }
183 },
184 "comparison": {
185 "delta_mean": 0.0,
186 "idea_wins": 0,
187 "n_pairs": 8,
188 "per_seed_diffs": [
189 0.0,
190 0.0,
191 0.0,
192 0.0,
193 0.0,
194 0.0,
195 0.0,
196 0.0
197 ],
198 "p_value": 1.0,
199 "mde": 0.0,
200 "mde_rel_pct": 0.0,
201 "verdict": "no measurable effect",
202 "system_worked": false
203 },
204 "budget": {
205 "epochs": 12,
206 "batch": 128,
207 "lr_grid": [
208 0.001,
209 0.003,
210 0.01
211 ]
212 },
213 "selection": {
214 "idea_best": {
215 "lr": 0.01,
216 "cap": 2.0334276480858615,
217 "mean_metric": 1.0635505304890103e-05,
218 "per_seed": [
219 8.224938937928528e-06,
220 1.7855567421065643e-05,
221 7.3662031354615465e-06,
222 9.095311725104693e-06
223 ]
224 }
225 },
226 "mechanism_signature": {
227 "prediction": "certificate cap limits Jacobian operator norm",
228 "predicted_max_jacobian": 2.0334276480858615,
229 "observed_idea_max_jacobian": 0.5639464855194092,
230 "observed_baseline_max_jacobian": 0.5639464855194092,
231 "confirmed": true
232 }
233}