ISS-Gated Positive Neural State Module / results.json

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 1{
 2  "verification": {
 3    "euler_boundary_observed": 1.9505897637458247,
 4    "euler_boundary_predicted": 2.0,
 5    "steady_energy_log_slope_observed": 1.9728565770141386,
 6    "steady_energy_log_slope_predicted": 2.0,
 7    "small_amplitude_V_over_a2_observed": 0.49616825729635144,
 8    "small_amplitude_V_over_a2_predicted": 0.5,
 9    "nominal_log_V_rate_observed": -1.9638715636123434,
10    "nominal_log_V_rate_predicted": -2.0,
11    "mass_action_field_absolute_error": 0.0,
12    "amplitudes": [
13      0.01,
14      0.02,
15      0.04,
16      0.08,
17      0.16,
18      0.25,
19      0.35
20    ],
21    "steady_V": [
22      4.9834161699791046e-05,
23      0.0001986798421033109,
24      0.0007895416794125865,
25      0.003117924427018637,
26      0.012167205937197001,
27      0.028929439142762137,
28      0.05514119980795651
29    ],
30    "V_over_a2": [
31      0.49834161699791046,
32      0.4966996052582773,
33      0.49346354963286654,
34      0.487175691721662,
35      0.47528148192175784,
36      0.4628710262841942,
37      0.45013224333025725
38    ]
39  },
40  "sequence_demo": {
41    "positive_train_mse": 0.009408603027515205,
42    "tanh_train_mse": 0.007007153946065799,
43    "positive_long_noisy_mse": 0.007489942169635676,
44    "tanh_long_noisy_mse": 0.008503701528992338,
45    "positive_params": [
46      -1.4240146066615198,
47      -0.20845038409778885,
48      -0.6393951812459648,
49      0.382630939957886
50    ],
51    "tanh_params": [
52      -0.31257489769682506,
53      0.5765588356922289,
54      -0.49489384913873785,
55      0.021972506298261384
56    ]
57  }
58}