Recursive Nonlocal Edge Feedback GNN / results.json

✓✓ Beats tuned baseline

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 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}