Residual-to-Symbolic Neural Pruning / results.json

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 1{
 2  "device": "cuda",
 3  "n_train": 3200,
 4  "selected_terms": [
 5    "x3",
 6    "u",
 7    "v",
 8    "v3"
 9  ],
10  "coefficients": [
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13    0.19491421863936126,
14    0.0,
15    0.009892210206549568,
16    0.009895198609251254
17  ],
18  "t_statistics": [
19    -2.04722817832693,
20    -383.024313759078,
21    445.4307248568298,
22    0.0,
23    10.132237022128164,
24    11.933906272477275
25  ],
26  "neural_train_rmse": 0.05683034890029799,
27  "rollout_rmse_acceleration": {
28    "neural": 0.06441911565211095,
29    "sparse_only": 0.052937140160468285,
30    "residual_to_symbolic": 0.052937140160468285
31  },
32  "sparse_only_terms": [
33    "x3",
34    "u",
35    "v",
36    "v3"
37  ],
38  "mechanism_sweep": {
39    "predicted_signal_t_ratio_640_over_40": 4.0,
40    "observed_signal_t_ratio_640_over_40": 5.339987436498864,
41    "predicted_t_scaling_exponent": 0.5,
42    "observed_t_scaling_exponent": 0.6061203454155424,
43    "predicted_null_accept_rate_tau_2.5": 0.012419330651552265,
44    "observed_null_accept_rate_mean": 0.017777777777777778,
45    "observed": [
46      {
47        "n": 40,
48        "signal_t_mean": 35.168914354457236,
49        "sqrt_n_scaled": 5.560693609773757,
50        "null_accept_rate": 0.022222222222222223
51      },
52      {
53        "n": 80,
54        "signal_t_mean": 55.7797629008777,
55        "sqrt_n_scaled": 6.23636708075917,
56        "null_accept_rate": 0.016666666666666666
57      },
58      {
59        "n": 160,
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61        "sqrt_n_scaled": 6.9099742440057605,
62        "null_accept_rate": 0.011111111111111112
63      },
64      {
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67        "sqrt_n_scaled": 7.301721324405734,
68        "null_accept_rate": 0.022222222222222223
69      },
70      {
71        "n": 640,
72        "signal_t_mean": 187.80156080810622,
73        "sqrt_n_scaled": 7.4235085036028465,
74        "null_accept_rate": 0.016666666666666666
75      }
76    ]
77  }
78}