Partial-ReNoise Neural Architecture Mutation / bench_report.json
Mechanism confirmed, baseline not beaten
1{
2 "bench_version": 1,
3 "track": "vision",
4 "model": "cnn_small",
5 "metric_direction": "lower is better",
6 "n_seeds": 8,
7 "baseline": {
8 "best_cfg": {
9 "lr": 0.003
10 },
11 "sweep": [
12 {
13 "cfg": {
14 "lr": 0.001
15 },
16 "mean": 0.8862499818205833
17 },
18 {
19 "cfg": {
20 "lr": 0.003
21 },
22 "mean": 0.867499977350235
23 },
24 {
25 "cfg": {
26 "lr": 0.006
27 },
28 "mean": 0.867499977350235
29 }
30 ],
31 "full": {
32 "mean": 0.867499977350235,
33 "std": 0.029047373044579175,
34 "per_seed": [
35 0.9099999666213989,
36 0.8700000047683716,
37 0.8899999856948853,
38 0.8399999737739563,
39 0.85999995470047,
40 0.8999999761581421,
41 0.8499999642372131,
42 0.8199999928474426
43 ],
44 "n": 8
45 }
46 },
47 "idea": {
48 "mean": 0.8687499910593033,
49 "std": 0.03407253705893027,
50 "per_seed": [
51 0.8899999856948853,
52 0.8299999833106995,
53 0.8600000143051147,
54 0.8999999761581421,
55 0.8199999928474426,
56 0.8399999737739563,
57 0.9200000166893005,
58 0.8899999856948853
59 ],
60 "n": 8,
61 "config": {
62 "gamma": 0.05,
63 "lr": 0.001,
64 "baseline_best_lr": 0.003
65 }
66 },
67 "comparison": {
68 "delta_mean": 0.0012500137090682983,
69 "idea_wins": 5,
70 "n_pairs": 8,
71 "per_seed_diffs": [
72 -0.019999980926513672,
73 -0.04000002145767212,
74 -0.029999971389770508,
75 0.06000000238418579,
76 -0.039999961853027344,
77 -0.06000000238418579,
78 0.0700000524520874,
79 0.06999999284744263
80 ],
81 "p_value": 0.9195,
82 "mde": 0.04632656557948158,
83 "mde_rel_pct": 5.340238246574409,
84 "verdict": "no measurable effect",
85 "system_worked": false
86 },
87 "mechanism_signature": {
88 "prediction": "parent-operation retention decreases monotonically with gamma according to alpha_bar",
89 "trained_model_measurements": [
90 {
91 "gamma": 0.05,
92 "predicted_retention": 0.99,
93 "observed_retention": 1.0,
94 "absolute_error": 0.010000000000000009
95 },
96 {
97 "gamma": 0.15,
98 "predicted_retention": 0.9258820055401662,
99 "observed_retention": 1.0,
100 "absolute_error": 0.0741179944598338
101 },
102 {
103 "gamma": 0.3,
104 "predicted_retention": 0.7420133348094462,
105 "observed_retention": 0.6666666666666666,
106 "absolute_error": 0.07534666814277957
107 },
108 {
109 "gamma": 1.0,
110 "predicted_retention": 0.030871261192240654,
111 "observed_retention": 0.0,
112 "absolute_error": 0.030871261192240654
113 }
114 ],
115 "confirmed": true
116 },
117 "protocol_notes": {
118 "structural_match": "vision CNN architecture mutation",
119 "paired_seeds": [
120 0,
121 1,
122 2,
123 3,
124 4,
125 5,
126 6,
127 7
128 ],
129 "baseline_grid": [
130 0.001,
131 0.003,
132 0.006
133 ],
134 "idea_grid": [
135 0.001,
136 0.003,
137 0.006
138 ],
139 "epochs": 2,
140 "metric": "classification error, lower is better"
141 }
142}