Hankel Moment Regularizer / results.json
Mechanism failed
1{
2 "device": "cuda",
3 "analytic_check": {
4 "valid_values": [
5 0.7748911049868192,
6 0.7011155803117701,
7 0.6419199888547731,
8 0.5928125912467361,
9 0.5509425925642518
10 ],
11 "valid_eigenvalues": [
12 2.3468418227830382e-05,
13 0.011708659183736009,
14 1.9560215588038803
15 ],
16 "valid_min_eigenvalue": 2.3468418227830382e-05,
17 "perturbed_eigenvalues": [
18 -0.4987605183375003,
19 0.5137829300236727,
20 2.46626726580349
21 ],
22 "perturbed_min_eigenvalue": -0.4987605183375003,
23 "claim_observed": true
24 },
25 "results": {
26 "none": {
27 "test_mse": 8.712211274541914e-05,
28 "train_mse": 0.00015729365986771882,
29 "mean_abs_second_difference": 7.086140976753086e-05,
30 "min_dense_hankel_eigenvalue": -0.00010810422099893913,
31 "fraction_dense_psd_violations": 0.29914529914529914,
32 "seconds": 2.1396415180061013,
33 "relative_overhead": 1.0
34 },
35 "pairwise": {
36 "test_mse": 8.108954352792352e-05,
37 "train_mse": 0.00015748824807815254,
38 "mean_abs_second_difference": 7.137857028283179e-05,
39 "min_dense_hankel_eigenvalue": -9.95336304185912e-05,
40 "fraction_dense_psd_violations": 0.26495726495726496,
41 "seconds": 5.366497858951334,
42 "relative_overhead": 2.508129429060757
43 },
44 "hankel": {
45 "test_mse": 0.00011628097854554653,
46 "train_mse": 0.00015815733058843762,
47 "mean_abs_second_difference": 7.00394666637294e-05,
48 "min_dense_hankel_eigenvalue": -0.0001166149158962071,
49 "fraction_dense_psd_violations": 0.29914529914529914,
50 "seconds": 6.735147633997258,
51 "relative_overhead": 3.1477925518446837
52 }
53 },
54 "setup": {
55 "steps": 700,
56 "train_points": 18,
57 "test_points": 121,
58 "noise_std": 0.012,
59 "K": 3
60 }
61}