Poisson-Kernel Random Attractor Regularizer / results.json
Failed on benchmark
1{
2 "normalization": [
3 {
4 "r": 0,
5 "integral": 1.0,
6 "error": 0.0
7 },
8 {
9 "r": 0.2,
10 "integral": 1.0,
11 "error": 0.0
12 },
13 {
14 "r": 0.5,
15 "integral": 1.0000000000000002,
16 "error": 2.220446049250313e-16
17 },
18 {
19 "r": 0.8,
20 "integral": 0.9999999999999991,
21 "error": 8.881784197001252e-16
22 },
23 {
24 "r": 0.95,
25 "integral": 1.000000000000022,
26 "error": 2.19824158875781e-14
27 }
28 ],
29 "contraction": [
30 {
31 "q": 0.2,
32 "predicted_log_slope": -1.6094379124341003,
33 "observed_log_slope": -1.6094379115815634,
34 "relative_error": 5.29710977574285e-10,
35 "error_K1": 0.07513321502504734,
36 "error_K12": 1.5387282814513952e-09
37 },
38 {
39 "q": 0.5,
40 "predicted_log_slope": -0.6931471805599453,
41 "observed_log_slope": -0.6931471805599542,
42 "relative_error": 1.2813706015259671e-14,
43 "error_K1": 0.18783303756261838,
44 "error_K12": 9.171535037234831e-05
45 },
46 {
47 "q": 0.8,
48 "predicted_log_slope": -0.2231435513142097,
49 "observed_log_slope": -0.2231435513142096,
50 "relative_error": 4.975375797716176e-16,
51 "error_K1": 0.3005328601001894,
52 "error_K12": 0.025815576110073207
53 }
54 ],
55 "likelihood": [
56 {
57 "r": 0,
58 "pk_nll": -0.0,
59 "isotropic_nll": 1.8378770664093453,
60 "advantage": 1.8378770664093453
61 },
62 {
63 "r": 0.2,
64 "pk_nll": -0.040533486181156334,
65 "isotropic_nll": 1.8378770664093453,
66 "advantage": 1.8784105525905017
67 },
68 {
69 "r": 0.5,
70 "pk_nll": -0.2873012173898093,
71 "isotropic_nll": 1.8378770664093453,
72 "advantage": 2.125178283799155
73 },
74 {
75 "r": 0.8,
76 "pk_nll": -1.0219126501075335,
77 "isotropic_nll": 1.8378770664093453,
78 "advantage": 2.859789716516879
79 }
80 ],
81 "summary": {
82 "max_normalization_error": 2.19824158875781e-14,
83 "contraction_slope_errors": [
84 5.29710977574285e-10,
85 1.2813706015259671e-14,
86 4.975375797716176e-16
87 ],
88 "likelihood_advantages": [
89 1.8378770664093453,
90 1.8784105525905017,
91 2.125178283799155,
92 2.859789716516879
93 ],
94 "prediction": "PK samples should have lower true-model NLL than uniform; contraction slope should equal log(q)."
95 }
96}