From: Unsupervised relational inference using masked reconstruction
Graph loss | Runtime (sec) | |||||||||
---|---|---|---|---|---|---|---|---|---|---|
Model | Interval | \(\texttt {GINA}\) | AIDD | GGN | Corr | MI | ParCorr | GINA | AIDD | GGN |
SIS | 1 | 8 | 42 | 179 | 4 | 4 | 2 | 62 | 2163 | 4382 |
5 | 0 | 28 | 179 | 0 | 0 | 0 | 62 | 2318 | 4396 | |
10 | 1 | 29 | 85 | 0 | 0 | 0 | 62 | 2192 | 4432 | |
20 | 1 | 36 | 83 | 0 | 0 | 0 | 62 | 2222 | 4402 | |
InvVoter | 1 | 0 | 18 | 73 | 80 | 22 | 80 | 44 | 2224 | 4358 |
5 | 0 | 28 | 31 | 80 | 16 | 80 | 37 | 2318 | 4395 | |
10 | 0 | 24 | 66 | 80 | 16 | 80 | 37 | 2181 | 4432 | |
20 | 0 | 27 | 80 | 80 | 16 | 80 | 37 | 2172 | 4419 | |
GoL | 1 | 13 | 42 | 199 | 80 | 52 | 80 | 62 | 2172 | 4443 |
5 | 4 | 42 | 208 | 80 | 22 | 80 | 62 | 2166 | 4353 | |
10 | 4 | 40 | 190 | 80 | 26 | 80 | 61 | 2224 | 4354 | |
20 | 9 | 42 | 163 | 80 | 22 | 80 | 62 | 2218 | 4391 |