Capacity-Preserving Transient Message Passing / results.json
Failed on benchmark
1{
2 "seed": 1387,
3 "prediction_checks": {
4 "path_capacity_power_law": {
5 "predicted_exponent": -1.0,
6 "observed_exponent": -1.0000000000000002,
7 "relative_error": 2.220446049250313e-16
8 },
9 "grid2_capacity_log_law": {
10 "prediction": "Cap approximately affine in 1/log(R)",
11 "R2": 0.984512822642102,
12 "capacity_ratio_R64_over_R4": 0.5250386577826318,
13 "log_ratio_prediction": 0.33333333333333337
14 },
15 "grid3_capacity_nonvanishing": {
16 "early": 4.636363636363641,
17 "late": 4.068964250670051,
18 "late_over_early": 0.8776197403405984
19 },
20 "influence_local_clt": {
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26 64,
27 128,
28 256,
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30 1024,
31 2048
32 ],
33 "l2": [
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36 0.29303183,
37 0.24677199,
38 0.20766201,
39 0.17468627,
40 0.14691997,
41 0.12355579,
42 0.10390238,
43 0.08737314
44 ],
45 "fitted_exponent": -0.24855585187375084,
46 "predicted_exponent": -0.25
47 },
48 "row_stochasticity": {
49 "max_row_sum_error": 0.0,
50 "max_nonnegative_error": 0.0,
51 "feature_mass_before": 0.9844408064811185,
52 "feature_mass_after_degree_weighted": 8.47388665738425,
53 "feature_mass_expected": 8.47388665738425
54 }
55 },
56 "capacities": {
57 "1": {
58 "R": [
59 4,
60 8,
61 16,
62 32,
63 64,
64 128
65 ],
66 "capacity": [
67 0.5,
68 0.25,
69 0.12499999999999997,
70 0.0625,
71 0.031249999999999997,
72 0.015625000000000007
73 ]
74 },
75 "2": {
76 "R": [
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78 8,
79 16,
80 24,
81 32,
82 48,
83 64
84 ],
85 "capacity": [
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87 1.6664076384323014,
88 1.4072468523363095,
89 1.2900307493714995,
90 1.2180653886454527,
91 1.1292866138589825,
92 1.0737632700516975
93 ]
94 },
95 "3": {
96 "R": [
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98 3,
99 4,
100 5,
101 6,
102 8,
103 10
104 ],
105 "capacity": [
106 4.636363636363641,
107 4.367647058823535,
108 4.253390265783219,
109 4.1893073494275574,
110 4.148130753503838,
111 4.098189863366054,
112 4.068964250670051
113 ]
114 }
115 },
116 "classification": [
117 {
118 "model": "GCN_unweighted",
119 "best_accuracy": 0.9055555555555556,
120 "best_depth": 7,
121 "accuracy_depth20": 0.9,
122 "variance_depth1": 0.8972285589153065,
123 "variance_depth20": 0.42311681411588403
124 },
125 {
126 "model": "capacity_diffusion_weighted",
127 "best_accuracy": 0.9111111111111111,
128 "best_depth": 7,
129 "accuracy_depth20": 0.9,
130 "variance_depth1": 0.9284352879312351,
131 "variance_depth20": 0.45361977488812666
132 }
133 ]
134}