From: Complex network effects on the robustness of graph convolutional networks
 |  | Budget 5 | Budget 10 | Budget 20 | ||||||
---|---|---|---|---|---|---|---|---|---|---|
Defense | Training | Net | FGA | IG | Net | FGA | IG | Net | FGA | IG |
Jaccard | Rand. | 0.504 | 0.328 | N/A | 0.712 | 0.48 | N/A | 0.952 | 0.68 | N/A |
Jaccard | SD | 0.448 | 0.216 | N/A | 0.656 | 0.36 | N/A | 0.776 | 0.552 | N/A |
Jaccard | GC | 0.528 | 0.296 | N/A | 0.76 | 0.424 | N/A | 0.912 | 0.616 | N/A |
RGCN | Rand. | 0.936 | 0.896 | N/A | 0.984 | 0.992 | N/A | 0.992 | 0.992 | N/A |
RGCN | SD | 0.944 | 0.832 | N/A | 1.0 | 0.952 | N/A | 1.0 | 0.96 | N/A |
RGCN | GC | 0.976 | 0.84 | 0.832 | 1.0 | 0.96 | 0.976 | 1.0 | 0.96 | 0.976 |
Cheb | Rand. | 0.88 | 0.728 | N/A | 0.976 | 0.928 | N/A | 0.984 | 0.96 | N/A |
Cheb | SD | 0.96 | 0.752 | N/A | 1.0 | 0.928 | N/A | 1.0 | 0.936 | N/A |
Cheb | GC | 0.944 | 0.816 | N/A | 0.992 | 0.952 | N/A | 1.0 | 0.96 | N/A |
SVD | Rand. | 0.36 | 0.24 | N/A | 0.776 | 0.592 | N/A | 0.992 | 0.928 | N/A |
SVD | SD | 0.696 | 0.288 | N/A | 0.936 | 0.632 | N/A | 1.0 | 0.92 | N/A |
SVD | GC | 0.432 | 0.184 | N/A | 0.792 | 0.448 | N/A | 1.0 | 0.84 | N/A |
median | Rand. | 0.936 | 0.768 | 0.824 | 0.992 | 0.96 | 0.968 | 1.0 | 0.976 | 0.992 |
median | SD | 0.968 | 0.864 | 0.864 | 1.0 | 0.952 | 0.984 | 1.0 | 0.952 | 0.984 |
median | GC | 0.912 | 0.824 | 0.824 | 1.0 | 0.968 | 0.976 | 1.0 | 0.968 | 0.976 |
GAT | Rand. | 0.944 | 0.856 | N/A | 1.0 | 0.96 | N/A | 1.0 | 0.968 | N/A |
GAT | SD | 0.928 | 0.736 | N/A | 1.0 | 0.92 | N/A | 1.0 | 0.968 | N/A |
GAT | GC | 0.92 | 0.824 | N/A | 1.0 | 0.952 | N/A | 1.0 | 0.984 | N/A |
GCN | Rand. | 0.928 | 0.888 | N/A | 0.992 | 0.976 | N/A | 1.0 | 0.976 | N/A |
GCN | SD | 0.928 | 0.624 | 0.904 | 0.992 | 0.944 | 0.992 | 1.0 | 0.968 | 0.992 |
GCN | GC | 0.904 | 0.832 | 0.808 | 0.992 | 0.976 | 0.984 | 1.0 | 0.984 | 0.992 |
SGC | Rand. | 0.896 | N/A | N/A | 1.0 | N/A | N/A | 1.0 | N/A | N/A |
SGC | SD | 0.944 | N/A | N/A | 1.0 | N/A | N/A | 1.0 | N/A | N/A |
SGC | GC | 0.904 | N/A | N/A | 1.0 | N/A | N/A | 1.0 | N/A | N/A |