Recursive Nonlocal Edge Feedback GNN / results.json
Beats tuned baseline
1{
2 "device": "cuda",
3 "seed": 17,
4 "mechanism_checks": {
5 "boundary": {
6 "predicted_product": 1.0,
7 "products": [
8 0.6,
9 0.8,
10 0.95,
11 1.0,
12 1.05,
13 1.2
14 ],
15 "observed_jacobian_rho": [
16 0.6,
17 0.8,
18 0.95,
19 1.0,
20 1.05,
21 1.2
22 ],
23 "observed_step_ratio": [
24 0.6,
25 0.8000000000000002,
26 0.95,
27 1.0,
28 1.05,
29 1.2
30 ],
31 "classification": [
32 "contractive",
33 "contractive",
34 "contractive",
35 "neutral",
36 "divergent",
37 "divergent"
38 ]
39 },
40 "geometric_decay": {
41 "product": 0.8,
42 "steps": 12,
43 "predicted": 0.06871947673600004,
44 "observed": 0.06871947673600004,
45 "relative_error": 0.0
46 },
47 "nonlocal_linearity": {
48 "alphas": [
49 0.0,
50 0.1,
51 0.2,
52 0.4,
53 0.8
54 ],
55 "predicted_slope": 1.7,
56 "observed_slope": 1.6999999999999997,
57 "relative_slope_error": 1.3061447348531254e-16
58 }
59 },
60 "mini_experiment": {
61 "local_sparse": {
62 "one_step_rmse": 0.1258474737405777,
63 "8_step_rmse": 0.443560391664505,
64 "rho": 0.9557247161865234
65 },
66 "recursive_nonlocal_feedback": {
67 "one_step_rmse": 0.12497811764478683,
68 "8_step_rmse": 0.43946415185928345,
69 "rho": 0.9062520265579224
70 },
71 "parameter_counts": {
72 "local": 452,
73 "recursive": 5605
74 }
75 }
76}