Order-Adaptive Integral Optimizer / 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": 0.003,
10 "momentum": 0.9
11 },
12 "sweep": [
13 {
14 "cfg": {
15 "lr": 0.003,
16 "momentum": 0.0
17 },
18 "mean": 11.063072919845581
19 },
20 {
21 "cfg": {
22 "lr": 0.003,
23 "momentum": 0.9
24 },
25 "mean": 8.369025349617004
26 },
27 {
28 "cfg": {
29 "lr": 0.01,
30 "momentum": 0.0
31 },
32 "mean": 27.549113154411316
33 },
34 {
35 "cfg": {
36 "lr": 0.01,
37 "momentum": 0.9
38 },
39 "mean": 21.363237619400024
40 },
41 {
42 "cfg": {
43 "lr": 0.03,
44 "momentum": 0.0
45 },
46 "mean": 24.645026683807373
47 },
48 {
49 "cfg": {
50 "lr": 0.03,
51 "momentum": 0.9
52 },
53 "mean": 24.67656421661377
54 }
55 ],
56 "full": {
57 "mean": 8.462080538272858,
58 "std": 0.763596092727506,
59 "per_seed": [
60 9.01702880859375,
61 8.495253562927246,
62 8.408374786376953,
63 7.555444240570068,
64 7.235288619995117,
65 8.890181541442871,
66 9.808090209960938,
67 8.286982536315918
68 ],
69 "n": 8
70 }
71 },
72 "idea": {
73 "mean": 11.567220091819763,
74 "std": 1.9770478862735161,
75 "per_seed": [
76 11.564115524291992,
77 11.624547958374023,
78 11.304121017456055,
79 9.648195266723633,
80 8.412535667419434,
81 11.701919555664062,
82 12.67589282989502,
83 15.606432914733887
84 ],
85 "n": 8
86 },
87 "comparison": {
88 "delta_mean": 3.1051395535469055,
89 "idea_wins": 0,
90 "n_pairs": 8,
91 "per_seed_diffs": [
92 2.547086715698242,
93 3.1292943954467773,
94 2.8957462310791016,
95 2.0927510261535645,
96 1.1772470474243164,
97 2.8117380142211914,
98 2.867802619934082,
99 7.319450378417969
100 ],
101 "p_value": 0.0081,
102 "mde": 1.515669973753461,
103 "mde_rel_pct": 17.91131586255045,
104 "verdict": "idea worse (significant)",
105 "system_worked": false
106 },
107 "protocol_note": "baseline sweep uses all lr values tried by idea and sweeps momentum; idea uses three lr settings.",
108 "mechanism_signature": {
109 "prediction": "on easy well-conditioned tabular training adaptive order remains mostly p=0 while residual contracts",
110 "observed_activation_fraction": 1.0,
111 "per_seed": [
112 {
113 "seed": 0,
114 "activated": true,
115 "first_activation": 5,
116 "grad_ratio": 0.42842475212727243
117 },
118 {
119 "seed": 1,
120 "activated": true,
121 "first_activation": 5,
122 "grad_ratio": 0.3283609454108231
123 },
124 {
125 "seed": 2,
126 "activated": true,
127 "first_activation": 5,
128 "grad_ratio": 0.3528653471373228
129 },
130 {
131 "seed": 3,
132 "activated": true,
133 "first_activation": 5,
134 "grad_ratio": 0.2514142861201013
135 },
136 {
137 "seed": 4,
138 "activated": true,
139 "first_activation": 5,
140 "grad_ratio": 0.27445735401524274
141 },
142 {
143 "seed": 5,
144 "activated": true,
145 "first_activation": 5,
146 "grad_ratio": 0.2794134775570858
147 },
148 {
149 "seed": 6,
150 "activated": true,
151 "first_activation": 5,
152 "grad_ratio": 0.36328053123347775
153 },
154 {
155 "seed": 7,
156 "activated": true,
157 "first_activation": 5,
158 "grad_ratio": 0.3765249020584892
159 }
160 ],
161 "confirmed": false
162 },
163 "idea_candidates": [
164 {
165 "cfg": {
166 "lr": 0.003,
167 "momentum": 0.9
168 },
169 "result": {
170 "mean": 11.567220091819763,
171 "std": 1.9770478862735161,
172 "per_seed": [
173 11.564115524291992,
174 11.624547958374023,
175 11.304121017456055,
176 9.648195266723633,
177 8.412535667419434,
178 11.701919555664062,
179 12.67589282989502,
180 15.606432914733887
181 ],
182 "n": 8
183 }
184 },
185 {
186 "cfg": {
187 "lr": 0.01,
188 "momentum": 0.9
189 },
190 "result": {
191 "mean": 18.361396193504333,
192 "std": 10.464071364766456,
193 "per_seed": [
194 41.432411193847656,
195 12.722975730895996,
196 24.072275161743164,
197 7.684035301208496,
198 11.690810203552246,
199 15.437067985534668,
200 24.278358459472656,
201 9.573235511779785
202 ],
203 "n": 8
204 }
205 },
206 {
207 "cfg": {
208 "lr": 0.03,
209 "momentum": 0.9
210 },
211 "result": {
212 "mean": 28.241891384124756,
213 "std": 10.055774240316543,
214 "per_seed": [
215 52.05145263671875,
216 23.101425170898438,
217 16.589689254760742,
218 23.7571964263916,
219 29.247011184692383,
220 33.055755615234375,
221 23.479705810546875,
222 24.652894973754883
223 ],
224 "n": 8
225 }
226 }
227 ]
228}