Teleporting Simplicial Diffusion Layer / results.json

Failed on benchmark

Raw ⬇ ZIP
  1{
  2  "spectral_prediction": {
  3    "prediction": "rho_alpha / rho_0 = 1-alpha",
  4    "max_abs_error": 1.887379141862766e-15,
  5    "rows_alpha_observed_predicted": [
  6      [
  7        0.0,
  8        0.9934382782940717,
  9        0.9934382782940717
 10      ],
 11      [
 12        0.01,
 13        0.9835038955111319,
 14        0.983503895511131
 15      ],
 16      [
 17        0.03,
 18        0.963635129945249,
 19        0.9636351299452496
 20      ],
 21      [
 22        0.1,
 23        0.8940944504646655,
 24        0.8940944504646645
 25      ],
 26      [
 27        0.3,
 28        0.6954067948058521,
 29        0.6954067948058502
 30      ],
 31      [
 32        0.6,
 33        0.39737531131762843,
 34        0.3973753113176287
 35      ]
 36    ]
 37  },
 38  "mfpt_prediction": {
 39    "prediction": "mean MFPT to target decreases with alpha",
 40    "rows_alpha_mean_mfpt": [
 41      [
 42        0.0,
 43        528.4508467928092
 44      ],
 45      [
 46        0.01,
 47        315.9764069810864
 48      ],
 49      [
 50        0.03,
 51        218.20501862015936
 52      ],
 53      [
 54        0.1,
 55        139.48502497839323
 56      ],
 57      [
 58        0.3,
 59        92.64494799833925
 60      ],
 61      [
 62        0.6,
 63        71.66085910273942
 64      ]
 65    ]
 66  },
 67  "mixing_prediction": {
 68    "prediction": "m-step slow-mode norm = [rho_0(1-alpha)]^m, m=12",
 69    "max_abs_error": 1.4099832412739488e-14,
 70    "rows_alpha_observed_predicted": [
 71      [
 72        0.0,
 73        0.9240398012673531,
 74        0.9240398012673672
 75      ],
 76      [
 77        0.01,
 78        0.8190549007069593,
 79        0.8190549007069733
 80      ],
 81      [
 82        0.03,
 83        0.6411379573650959,
 84        0.6411379573651055
 85      ],
 86      [
 87        0.1,
 88        0.2609761327619335,
 89        0.26097613276193776
 90      ],
 91      [
 92        0.3,
 93        0.012789900274496394,
 94        0.012789900274496595
 95      ],
 96      [
 97        0.6,
 98        1.550281533849484e-05,
 99        1.5502815338459703e-05
100      ]
101    ]
102  },
103  "classification": {
104    "prediction": "teleportation can improve delayed global classification but oversmooths features",
105    "rows_alpha_accuracy_feature_std": [
106      [
107        0.0,
108        0.6166666666666667,
109        0.8761464035213136
110      ],
111      [
112        0.01,
113        0.6166666666666667,
114        0.8084594453913955
115      ],
116      [
117        0.03,
118        0.6166666666666667,
119        0.6866739256550496
120      ],
121      [
122        0.1,
123        0.6166666666666667,
124        0.37715229787535415
125      ],
126      [
127        0.3,
128        0.75,
129        0.050508096631660726
130      ],
131      [
132        0.6,
133        0.8166666666666667,
134        0.0005741913070117295
135      ]
136    ]
137  }
138}