Envelope-Max Neural Operator / results.json

Mechanism confirmed, baseline not beaten

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 1{
 2  "device": "cuda",
 3  "math": {
 4    "action_lipschitz_estimate": 4.962146282196045,
 5    "discretization": [
 6      {
 7        "M": 5,
 8        "delta": 0.5,
 9        "max_error": 0.1577664315700531,
10        "L_delta": 2.4810731410980225
11      },
12      {
13        "M": 9,
14        "delta": 0.25,
15        "max_error": 0.061040014028549194,
16        "L_delta": 1.2405365705490112
17      },
18      {
19        "M": 17,
20        "delta": 0.125,
21        "max_error": 0.02648511528968811,
22        "L_delta": 0.6202682852745056
23      },
24      {
25        "M": 33,
26        "delta": 0.0625,
27        "max_error": 0.012185554951429367,
28        "L_delta": 0.3101341426372528
29      },
30      {
31        "M": 65,
32        "delta": 0.03125,
33        "max_error": 0.005602482706308365,
34        "L_delta": 0.1550670713186264
35      }
36    ],
37    "loglog_error_slope": 1.1955743679434236,
38    "max_monotonicity_violations": 0
39  },
40  "experiment": {
41    "baseline": {
42      "mse": 7.355996785918251e-05,
43      "mae": 0.00611813273280859,
44      "max_abs_error": 0.041784465312957764
45    },
46    "envelope": {
47      "mse": 9.317622607341036e-05,
48      "mae": 0.005898390896618366,
49      "max_abs_error": 0.04455694556236267
50    },
51    "refinement_max_error": {
52      "5": 0.1577664017677307,
53      "9": 0.061416901648044586,
54      "17": 0.02648508921265602,
55      "33": 0.012185562402009964,
56      "65": 0.005602486431598663
57    }
58  }
59}