Consensus-Corrected Topology-Invariant GNN / results.json

Mechanism failed

Raw ⬇ ZIP
  1{
  2  "seed": 2740,
  3  "toy": {
  4    "complete_consensus": {
  5      "alpha": [
  6        0.0,
  7        0.1,
  8        0.2,
  9        0.30000000000000004,
 10        0.4,
 11        0.5,
 12        0.6000000000000001,
 13        0.7000000000000001,
 14        0.8,
 15        0.9,
 16        1.0,
 17        1.1,
 18        1.2000000000000002,
 19        1.3,
 20        1.4000000000000001,
 21        1.5,
 22        1.6,
 23        1.7000000000000002,
 24        1.8
 25      ],
 26      "observed_ratio": [
 27        1.0,
 28        0.8099999999999999,
 29        0.6399999999999999,
 30        0.49,
 31        0.36000000000000004,
 32        0.25,
 33        0.15999999999999992,
 34        0.08999999999999996,
 35        0.039999999999999994,
 36        0.009999999999999998,
 37        4.253347974826873e-33,
 38        0.010000000000000014,
 39        0.04000000000000008,
 40        0.09000000000000004,
 41        0.1600000000000001,
 42        0.24999999999999997,
 43        0.3600000000000001,
 44        0.49000000000000027,
 45        0.64
 46      ],
 47      "predicted_ratio_(1-alpha)^2": [
 48        1.0,
 49        0.81,
 50        0.6400000000000001,
 51        0.48999999999999994,
 52        0.36,
 53        0.25,
 54        0.15999999999999992,
 55        0.08999999999999996,
 56        0.03999999999999998,
 57        0.009999999999999995,
 58        0.0,
 59        0.010000000000000018,
 60        0.04000000000000007,
 61        0.09000000000000002,
 62        0.16000000000000011,
 63        0.25,
 64        0.3600000000000001,
 65        0.49000000000000027,
 66        0.6400000000000001
 67      ],
 68      "max_abs_error": 2.220446049250313e-16
 69    },
 70    "laplacian_diffusion": {
 71      "lambda2": 2.3790290703547443,
 72      "lambda_max": 12.52262757615729,
 73      "predicted_boundary_2/lambda_max": 0.15971089037319455,
 74      "observed_first_grid_ratio_gt_1": 0.15971089037319453,
 75      "alpha_grid": [
 76        0.0,
 77        0.0019963861296649317,
 78        0.0039927722593298635,
 79        0.005989158388994795,
 80        0.007985544518659727,
 81        0.009981930648324658,
 82        0.01197831677798959,
 83        0.013974702907654523,
 84        0.015971089037319454,
 85        0.017967475166984385,
 86        0.019963861296649316,
 87        0.02196024742631425,
 88        0.02395663355597918,
 89        0.02595301968564411,
 90        0.027949405815309046,
 91        0.029945791944973977,
 92        0.03194217807463891,
 93        0.03393856420430384,
 94        0.03593495033396877,
 95        0.037931336463633704,
 96        0.03992772259329863,
 97        0.041924108722963566,
 98        0.0439204948526285,
 99        0.04591688098229343,
100        0.04791326711195836,
101        0.049909653241623296,
102        0.05190603937128822,
103        0.05390242550095316,
104        0.05589881163061809,
105        0.05789519776028302,
106        0.059891583889947954,
107        0.06188797001961288,
108        0.06388435614927782,
109        0.06588074227894275,
110        0.06787712840860768,
111        0.0698735145382726,
112        0.07186990066793754,
113        0.07386628679760247,
114        0.07586267292726741,
115        0.07785905905693234,
116        0.07985544518659726,
117        0.0818518313162622,
118        0.08384821744592713,
119        0.08584460357559207,
120        0.087840989705257,
121        0.08983737583492193,
122        0.09183376196458685,
123        0.09383014809425179,
124        0.09582653422391672,
125        0.09782292035358166,
126        0.09981930648324659,
127        0.10181569261291151,
128        0.10381207874257645,
129        0.10580846487224138,
130        0.10780485100190632,
131        0.10980123713157125,
132        0.11179762326123618,
133        0.1137940093909011,
134        0.11579039552056604,
135        0.11778678165023097,
136        0.11978316777989591,
137        0.12177955390956084,
138        0.12377594003922576,
139        0.1257723261688907,
140        0.12776871229855563,
141        0.12976509842822057,
142        0.1317614845578855,
143        0.13375787068755043,
144        0.13575425681721537,
145        0.1377506429468803,
146        0.1397470290765452,
147        0.14174341520621014,
148        0.14373980133587508,
149        0.14573618746554,
150        0.14773257359520495,
151        0.14972895972486988,
152        0.15172534585453482,
153        0.15372173198419975,
154        0.15571811811386468,
155        0.15771450424352962,
156        0.15971089037319453,
157        0.16170727650285946,
158        0.1637036626325244,
159        0.16570004876218933,
160        0.16769643489185426,
161        0.1696928210215192,
162        0.17168920715118413,
163        0.17368559328084907,
164        0.175681979410514,
165        0.17767836554017893,
166        0.17967475166984387,
167        0.18167113779950878,
168        0.1836675239291737,
169        0.18566391005883864,
170        0.18766029618850358,
171        0.1896566823181685,
172        0.19165306844783345
173      ],
174      "ratios": [
175        1.0,
176        0.950625,
177        0.9025,
178        0.855625,
179        0.8099999999999998,
180        0.765625,
181        0.7225,
182        0.6806249999999999,
183        0.64,
184        0.600625,
185        0.5625,
186        0.525625,
187        0.49000000000000005,
188        0.45562499999999984,
189        0.4224999999999997,
190        0.3906249999999999,
191        0.3599999999999998,
192        0.33062499999999984,
193        0.3024999999999999,
194        0.27562499999999995,
195        0.2499999999999999,
196        0.22562499999999983,
197        0.2024999999999998,
198        0.1806249999999999,
199        0.15999999999999984,
200        0.1406249999999998,
201        0.12249999999999986,
202        0.10562499999999986,
203        0.08999999999999983,
204        0.07562499999999987,
205        0.06249999999999988,
206        0.05062499999999992,
207        0.039999999999999925,
208        0.030624999999999906,
209        0.0224999999999999,
210        0.015624999999999944,
211        0.009999999999999955,
212        0.00562499999999996,
213        0.0024999999999999714,
214        0.0006249999999999796,
215        3.254424382963395e-31,
216        0.0006250000000000077,
217        0.002500000000000039,
218        0.005625000000000065,
219        0.010000000000000083,
220        0.015625000000000094,
221        0.02250000000000009,
222        0.030625000000000135,
223        0.04000000000000015,
224        0.050625000000000205,
225        0.06250000000000028,
226        0.07562500000000015,
227        0.09000000000000026,
228        0.10562500000000027,
229        0.1225000000000003,
230        0.14062500000000047,
231        0.16000000000000045,
232        0.18062500000000026,
233        0.20250000000000035,
234        0.22562500000000052,
235        0.2500000000000005,
236        0.27562500000000056,
237        0.3025000000000003,
238        0.33062500000000045,
239        0.36000000000000054,
240        0.39062500000000056,
241        0.4225000000000007,
242        0.4556250000000008,
243        0.4900000000000009,
244        0.5256250000000009,
245        0.5625000000000007,
246        0.6006250000000006,
247        0.6400000000000007,
248        0.680625000000001,
249        0.722500000000001,
250        0.7656250000000012,
251        0.8100000000000009,
252        0.855625000000001,
253        0.9025000000000015,
254        0.9506250000000017,
255        1.000000000000001,
256        1.050625000000001,
257        1.1025000000000005,
258        1.1556250000000015,
259        1.2100000000000017,
260        1.2656250000000016,
261        1.3225000000000018,
262        1.3806250000000022,
263        1.4400000000000017,
264        1.5006250000000023,
265        1.5625000000000018,
266        1.6256250000000017,
267        1.6900000000000017,
268        1.7556250000000022,
269        1.8225000000000022,
270        1.8906250000000018,
271        1.960000000000002
272      ]
273    },
274    "fiedler_mode": {
275      "predicted_ratio_(1-alpha*lambda2)^2": [
276        1.0,
277        0.5807919791049807,
278        0.2747795445618206,
279        0.08196269637051969,
280        0.0023414345310779757,
281        0.03591575904349543,
282        0.18268566990777216,
283        0.44265116712390823,
284        0.8158122506919031,
285        1.3021689206117573,
286        1.9017211768834703,
287        2.614469019507044,
288        3.4404124484824754,
289        4.379551463809766,
290        5.431886065488918,
291        6.597416253519925,
292        7.876142027902795,
293        9.268063388637522,
294        10.773180335724108
295      ],
296      "observed_ratio": [
297        1.0,
298        0.5807919791049808,
299        0.2747795445618209,
300        0.08196269637051987,
301        0.0023414345310780373,
302        0.03591575904349515,
303        0.18268566990777152,
304        0.44265116712390645,
305        0.815812250691901,
306        1.3021689206117542,
307        1.9017211768834665,
308        2.614469019507039,
309        3.44041244848247,
310        4.379551463809758,
311        5.431886065488906,
312        6.597416253519911,
313        7.8761420279027785,
314        9.268063388637502,
315        10.77318033572409
316      ],
317      "max_abs_error": 1.9539925233402755e-14
318    }
319  },
320  "learned_outage": {
321    "baseline": {
322      "mse_by_edge_keep": [
323        0.00013277108470598857,
324        0.00027028396725654603,
325        0.0008828490972518921,
326        0.0032744269468821586
327      ],
328      "representation_D": [
329        0.20933067748943965,
330        0.21834700951973599,
331        0.23858173489570617,
332        0.2780197232961655
333      ]
334    },
335    "consensus": {
336      "mse_by_edge_keep": [
337        0.001706951018422842,
338        0.0026936805224977434,
339        0.0063688386386881275,
340        0.015858921377609175
341      ],
342      "representation_D": [
343        0.14109836916128796,
344        0.14305560340483983,
345        0.14699429670969646,
346        0.15716864665349325
347      ]
348    },
349    "device": "cuda"
350  }
351}