Sensitivity-Conditioned Neural ODE Pruning / results.json

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 1{
 2  "seed": 2218,
 3  "device": "cuda",
 4  "mechanism": {
 5    "alpha_values": [
 6      0.25,
 7      0.5,
 8      1.0,
 9      2.0,
10      4.0
11    ],
12    "information_values": [
13      2.448160230345075,
14      9.7926409213803,
15      39.1705636855212,
16      156.6822547420848,
17      626.7290189683392
18    ],
19    "residual_values": [
20      2.148759291487604,
21      8.595037165950416,
22      34.38014866380166,
23      137.52059465520665,
24      550.0823786208266
25    ],
26    "predicted_alpha_exponent": 2.0,
27    "observed_information_exponent": 2.0,
28    "observed_residual_exponent": 2.0,
29    "angles_rad": [
30      0.0,
31      0.1,
32      0.2,
33      0.4,
34      0.8,
35      1.2
36    ],
37    "angle_residuals": [
38      1.2532989113099937e-30,
39      0.008977480682652413,
40      0.03555201890587086,
41      0.13659519355624353,
42      0.4635239627429061,
43      0.7824757031285801
44    ],
45    "predicted_angle_law": "r = C sin(angle)^2",
46    "angle_law_ratio_cv": 1.0473123339835102e-15,
47    "noise_sigmas": [
48      0.5,
49      1.0,
50      2.0,
51      4.0
52    ],
53    "noise_information": [
54      156.6822547420848,
55      39.1705636855212,
56      9.7926409213803,
57      2.448160230345075
58    ],
59    "predicted_noise_exponent": -2.0,
60    "observed_noise_exponent": -1.9999999999999991,
61    "pass": true
62  },
63  "pruning_experiment": {
64    "sensitivity": {
65      "retained_units": 8,
66      "parameters": 24,
67      "mse": 1.2659432968575857e-06,
68      "terminal_error": 0.002210170030593872,
69      "removed_mean_information": 0.366805807383233,
70      "removed_mean_residual": 4.8142506596859433e-32
71    },
72    "magnitude": {
73      "retained_units": 8,
74      "parameters": 24,
75      "mse": 2.3050238269206602e-06,
76      "terminal_error": 0.002974271774291992,
77      "removed_mean_information": 0.4882425630459153,
78      "removed_mean_residual": 5.666131864251855e-32
79    },
80    "random": {
81      "retained_units": 8,
82      "parameters": 24,
83      "mse": 3.943323179100844e-07,
84      "terminal_error": 0.0013132691383361816,
85      "removed_mean_information": 0.9610736561475837,
86      "removed_mean_residual": 1.2338823850433281e-31
87    }
88  }
89}