Unexplained Topology Distillation / 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 "coef": 0.1
11 },
12 "sweep": [
13 {
14 "cfg": {
15 "lr": 0.001,
16 "coef": 0.03
17 },
18 "mean": 0.8412500023841858
19 },
20 {
21 "cfg": {
22 "lr": 0.003,
23 "coef": 0.1
24 },
25 "mean": 0.8349999934434891
26 },
27 {
28 "cfg": {
29 "lr": 0.01,
30 "coef": 0.3
31 },
32 "mean": 0.8937499821186066
33 }
34 ],
35 "full": {
36 "mean": 0.8243750035762787,
37 "std": 0.04605956605822434,
38 "per_seed": [
39 0.7699999809265137,
40 0.9049999713897705,
41 0.8650000095367432,
42 0.800000011920929,
43 0.8149999976158142,
44 0.8700000047683716,
45 0.7850000262260437,
46 0.7850000262260437
47 ],
48 "n": 8
49 }
50 },
51 "idea": {
52 "mean": 0.8062499985098839,
53 "std": 0.03028510823634387,
54 "per_seed": [
55 0.7699999809265137,
56 0.8550000190734863,
57 0.8349999785423279,
58 0.7549999952316284,
59 0.8050000071525574,
60 0.8050000071525574,
61 0.8050000071525574,
62 0.8199999928474426
63 ],
64 "n": 8,
65 "unexplained_mass_per_seed": [
66 0.029143333435058594,
67 0.017951250076293945,
68 0.0059850215911865234,
69 0.02043771743774414,
70 0.05716085433959961,
71 0.006631910800933838,
72 0.030822336673736572,
73 0.006145954132080078
74 ]
75 },
76 "comparison": {
77 "delta_mean": -0.018125005066394806,
78 "idea_wins": 5,
79 "n_pairs": 8,
80 "per_seed_diffs": [
81 0.0,
82 -0.04999995231628418,
83 -0.030000030994415283,
84 -0.04500001668930054,
85 -0.009999990463256836,
86 -0.06499999761581421,
87 0.019999980926513672,
88 0.034999966621398926
89 ],
90 "p_value": 0.1876,
91 "mde": 0.029557209568880215,
92 "mde_rel_pct": 3.585408271800579,
93 "verdict": "no significant win",
94 "system_worked": false
95 },
96 "mechanism_signature": {
97 "prediction": "directional PCE should reduce teacher activation-event unexplained mass relative to feature-MSE baseline",
98 "predicted_vs_observed": {
99 "baseline_unexplained_mass": 0.12066004425287247,
100 "idea_unexplained_mass": 0.021784797310829163
101 },
102 "confirmed": true,
103 "measurement": "trained teacher/student CNN activation ranges on test inputs"
104 },
105 "sanity_check": {
106 "probability_valid": true,
107 "excess_identity_max_abs_error": 4.172325134277344e-06
108 }
109}