Interlevel Betti Token Transformer / bench_output.json
Beats tuned baseline
1{
2 "bench_version": 1,
3 "track": "cycle_topology_graph",
4 "model": "token_transformer",
5 "metric_direction": "lower is better",
6 "n_seeds": 8,
7 "baseline": {
8 "best_cfg": {
9 "lr": 0.03
10 },
11 "sweep": [
12 {
13 "cfg": {
14 "lr": 0.003
15 },
16 "mean": 0.5099999904632568
17 },
18 {
19 "cfg": {
20 "lr": 0.01
21 },
22 "mean": 0.5062499940395355
23 },
24 {
25 "cfg": {
26 "lr": 0.03
27 },
28 "mean": 0.5
29 }
30 ],
31 "full": {
32 "mean": 0.5,
33 "std": 0.0,
34 "per_seed": [
35 0.5,
36 0.5,
37 0.5,
38 0.5,
39 0.5,
40 0.5,
41 0.5,
42 0.5
43 ],
44 "n": 8
45 }
46 },
47 "idea": {
48 "best_cfg": {
49 "lr": 0.01
50 },
51 "sweep": [
52 {
53 "cfg": {
54 "lr": 0.003
55 },
56 "mean": 0.20624999701976776
57 },
58 {
59 "cfg": {
60 "lr": 0.01
61 },
62 "mean": 0.1912499964237213
63 },
64 {
65 "cfg": {
66 "lr": 0.03
67 },
68 "mean": 0.3824999928474426
69 }
70 ],
71 "mean": 0.1831249948590994,
72 "std": 0.025731483284918012,
73 "per_seed": [
74 0.17000000178813934,
75 0.17499999701976776,
76 0.20499999821186066,
77 0.2149999886751175,
78 0.19999998807907104,
79 0.17000000178813934,
80 0.12999999523162842,
81 0.19999998807907104
82 ],
83 "n": 8
84 },
85 "comparison": {
86 "delta_mean": -0.3168750051409006,
87 "idea_wins": 8,
88 "n_pairs": 8,
89 "per_seed_diffs": [
90 -0.32999999821186066,
91 -0.32500000298023224,
92 -0.29500000178813934,
93 -0.2850000113248825,
94 -0.30000001192092896,
95 -0.32999999821186066,
96 -0.3700000047683716,
97 -0.30000001192092896
98 ],
99 "p_value": 0.0081,
100 "mde": 0.023001012118687922,
101 "mde_rel_pct": 4.600202423737584,
102 "verdict": "idea better (significant)",
103 "system_worked": true
104 },
105 "mechanism_signature": {
106 "predicted": {
107 "class0_betti1": 1.0,
108 "class1_betti1": 2.0
109 },
110 "observed": {
111 "idea_accuracy_mean": 0.816875,
112 "prediction_observed_betti1_correlation_mean": 0.6644070134962708
113 },
114 "confirmed": true,
115 "note": "Measured from eight independently trained idea models on held-out graphs."
116 },
117 "custom_track": {
118 "name": "cycle_topology_graph",
119 "file": "graph_topology_track.py",
120 "domain": "graph_topology"
121 },
122 "protocol_note": "Eight paired seeds; baseline and idea share the same Transformer architecture and lr union; only token construction differs."
123}