Capacity-Preserving Transient Message Passing / results.json

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  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": {
 21      "times": [
 22        4,
 23        8,
 24        16,
 25        32,
 26        64,
 27        128,
 28        256,
 29        512,
 30        1024,
 31        2048
 32      ],
 33      "l2": [
 34        0.41076061,
 35        0.34744874,
 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": [
 77        4,
 78        8,
 79        16,
 80        24,
 81        32,
 82        48,
 83        64
 84      ],
 85      "capacity": [
 86        2.0451127819548858,
 87        1.6664076384323014,
 88        1.4072468523363095,
 89        1.2900307493714995,
 90        1.2180653886454527,
 91        1.1292866138589825,
 92        1.0737632700516975
 93      ]
 94    },
 95    "3": {
 96      "R": [
 97        2,
 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}