Table 1 Exp. 2: [Lower is better.] Results of different graph inference methods
From: Unsupervised relational inference using masked reconstruction
Graph loss | Runtime (sec) | ||||||||
|---|---|---|---|---|---|---|---|---|---|
Model | Graph | \(\texttt {GINA}\) | Corr | MI | ParCorr | GINA | Corr | MI | ParCorr |
SIS | ER | 19 | 0 | 0 | 0 | 890 | \(<1\) | \(<1\) | 8 |
Geom | 50 | 88 | 141 | 54 | 1366 | \(<1 \) | 2 | 126 | |
Grid | 12 | 0 | 0 | 0 | 2131 | \(<1 \) | 9 | 1862 | |
WS | 0 | 0 | 0 | 0 | 109 | \(<1 \) | 1 | 22 | |
InvVoter | ER | 1 | 66 | 24 | 66 | 96 | \(<1 \) | \(<1 \) | 8 |
Geom | 0 | 556 | 38 | 556 | 167 | \(<1 \) | 2 | 125 | |
Grid | 0 | 360 | 90 | 360 | 754 | \(<1 \) | 10 | 1861 | |
WS | 0 | 138 | 2 | 138 | 110 | \(<1 \) | 1 | 21 | |
GoL | ER | 44 | 48 | 20 | 54 | 599 | \(<1 \) | \(<1 \) | 7 |
Geom | 0 | 554 | 104 | 556 | 152 | \(<1 \) | 2 | 132 | |
Grid | 10 | 360 | 20 | 360 | 2181 | \(<1 \) | 10 | 1901 | |
WS | 0 | 138 | 22 | 138 | 111 | \(<1 \) | 1 | 21 | |
RPS | ER | 0 | 0 | 0 | 0 | 114 | \(<1 \) | \(<1 \) | 8 |
Geom | 1 | 76 | 74 | 2 | 317 | \(<1 \) | 3 | 129 | |
Grid | 72 | 0 | 0 | 0 | 2445 | \(<1 \) | 10 | 1873 | |
WS | 0 | 4 | 4 | 0 | 128 | \(<1 \) | 1 | 21 | |
Forest Fire | ER | 13 | 0 | 0 | 6 | 1030 | \(<1 \) | \(<1 \) | 8 |
Geom | 19 | 320 | 130 | 326 | 1486 | \(<1 \) | 2 | 127 | |
Grid | 30 | 0 | 0 | 0 | 2520 | \(<1 \) | 9 | 1892 | |
WS | 0 | 2 | 0 | 4 | 131 | \(<1 \) | 1 | 22 | |
CML | ER | 0 | 0 | 4 | 0 | 156 | \(<1 \) | \(<1 \) | 7 |
Geom | 0 | 0 | 46 | 2 | 316 | \(<1 \) | 3 | 125 | |
Grid | 8 | 0 | 0 | 0 | 5569 | \(<1 \) | 11 | 1874 | |
WS | 0 | 0 | 4 | 0 | 192 | \(<1 \) | \(<1 \) | 22 | |