From: Complex network effects on the robustness of graph convolutional networks
 |  | Budget 10 | Budget 30 | Budget 50 | ||||||
---|---|---|---|---|---|---|---|---|---|---|
defense | train. | Net | FGA | IG | Net | FGA | IG | Net | FGA | IG |
Jaccard | Rand. | 0.248 | 0.224 | N/A | 0.432 | 0.336 | N/A | 0.504 | 0.408 | N/A |
Jaccard | SD | 0.28 | 0.24 | N/A | 0.4 | 0.36 | N/A | 0.448 | 0.368 | N/A |
Jaccard | GC | 0.152 | 0.168 | N/A | 0.176 | 0.288 | N/A | 0.192 | 0.36 | N/A |
RGCN | Rand. | 0.752 | 0.696 | N/A | 0.944 | 0.84 | N/A | 0.976 | 0.904 | N/A |
RGCN | SD | 0.504 | 0.328 | N/A | 0.768 | 0.592 | N/A | 0.816 | 0.744 | N/A |
RGCN | GC | 0.448 | 0.384 | N/A | 0.864 | 0.76 | N/A | 0.952 | 0.824 | N/A |
Cheb | Rand. | 0.304 | 0.384 | N/A | 0.496 | 0.464 | N/A | 0.552 | 0.544 | N/A |
Cheb | SD | 0.32 | 0.352 | N/A | 0.464 | 0.432 | N/A | 0.52 | 0.496 | N/A |
Cheb | GC | 0.352 | 0.272 | N/A | 0.52 | 0.424 | N/A | 0.552 | 0.512 | N/A |
SVD | Rand. | 0.536 | 0.424 | N/A | 0.816 | 0.696 | N/A | 0.904 | 0.88 | N/A |
SVD | SD | 0.624 | 0.6 | N/A | 0.912 | 0.776 | N/A | 0.968 | 0.928 | N/A |
SVD | GC | 0.344 | 0.376 | N/A | 0.624 | 0.6 | N/A | 0.808 | 0.688 | N/A |
median | Rand. | 0.584 | 0.44 | N/A | 0.816 | 0.84 | N/A | 0.864 | 0.88 | N/A |
median | SD | 0.424 | 0.376 | N/A | 0.8 | 0.784 | N/A | 0.88 | 0.912 | N/A |
median | GC | 0.392 | 0.304 | N/A | 0.768 | 0.768 | N/A | 0.88 | 0.864 | N/A |
GAT | Rand. | 0.624 | 0.568 | N/A | 0.928 | 0.848 | N/A | 0.976 | 0.936 | N/A |
GAT | SD | 0.552 | 0.392 | N/A | 0.816 | 0.728 | N/A | 0.912 | 0.896 | N/A |
GAT | GC | 0.424 | 0.328 | N/A | 0.864 | 0.752 | N/A | 0.936 | 0.888 | N/A |
GCN | Rand. | 0.68 | 0.568 | N/A | 0.848 | 0.856 | N/A | 0.872 | 0.904 | N/A |
GCN | SD | 0.472 | 0.464 | N/A | 0.792 | 0.728 | N/A | 0.84 | 0.768 | N/A |
GCN | GC | 0.408 | 0.368 | N/A | 0.728 | 0.768 | N/A | 0.832 | 0.872 | N/A |
SGC | Rand. | 0.616 | N/A | N/A | 0.824 | N/A | N/A | 0.872 | N/A | N/A |
SGC | SD | 0.696 | N/A | N/A | 0.8 | N/A | N/A | 0.816 | N/A | N/A |
SGC | GC | 0.6 | N/A | N/A | 0.824 | N/A | N/A | 0.912 | N/A | N/A |