From: Complex network effects on the robustness of graph convolutional networks
 |  | Budget 5 | Budget 10 | Budget 20 | ||||||
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Defense | Training | Net | FGA | IG | Net | FGA | IG | Net | FGA | IG |
Jaccard | Rand. | 0.672 | 0.616 | 0.688 | 0.896 | 0.848 | 0.856 | 0.992 | 0.968 | 0.976 |
Jaccard | SD | 0.752 | 0.8 | 0.808 | 0.936 | 0.928 | 0.952 | 1.0 | 0.984 | 1.0 |
Jaccard | GC | 0.768 | 0.76 | 0.872 | 0.904 | 0.92 | 0.976 | 0.992 | 1.0 | 1.0 |
RGCN | Rand. | 0.48 | 0.464 | 0.312 | 0.632 | 0.664 | 0.504 | 0.784 | 0.872 | 0.704 |
RGCN | SD | 0.304 | 0.28 | 0.344 | 0.4 | 0.44 | 0.52 | 0.648 | 0.568 | 0.736 |
RGCN | GC | 0.56 | 0.488 | 0.336 | 0.72 | 0.648 | 0.456 | 0.832 | 0.832 | 0.64 |
Cheb | Rand. | 0.376 | 0.352 | 0.448 | 0.536 | 0.552 | 0.544 | 0.72 | 0.68 | 0.744 |
Cheb | SD | 0.408 | 0.376 | 0.432 | 0.624 | 0.544 | 0.584 | 0.784 | 0.688 | 0.768 |
Cheb | GC | 0.576 | 0.424 | 0.472 | 0.68 | 0.568 | 0.592 | 0.8 | 0.728 | 0.768 |
SVD | Rand. | 0.184 | 0.056 | 0.336 | 0.368 | 0.104 | 0.552 | 0.496 | 0.192 | 0.704 |
SVD | SD | 0.288 | 0.016 | 0.368 | 0.416 | 0.024 | 0.536 | 0.496 | 0.064 | 0.808 |
SVD | GC | 0.12 | 0.04 | 0.32 | 0.36 | 0.04 | 0.512 | 0.464 | 0.048 | 0.768 |
GAT | Rand. | 0.456 | 0.52 | 0.376 | 0.624 | 0.792 | 0.52 | 0.824 | 0.912 | 0.672 |
GAT | SD | 0.32 | 0.24 | 0.36 | 0.464 | 0.384 | 0.504 | 0.664 | 0.648 | 0.752 |
GAT | GC | 0.552 | 0.528 | 0.336 | 0.744 | 0.84 | 0.576 | 0.856 | 0.936 | 0.84 |
GCN | Rand. | 0.472 | 0.624 | 0.408 | 0.68 | 0.784 | 0.52 | 0.816 | 0.92 | 0.76 |
GCN | SD | 0.424 | 0.344 | 0.408 | 0.568 | 0.528 | 0.544 | 0.76 | 0.76 | 0.672 |
GCN | GC | 0.496 | 0.552 | 0.312 | 0.72 | 0.768 | 0.512 | 0.88 | 0.912 | 0.728 |
SGC | Rand. | 0.36 | N/A | N/A | 0.464 | N/A | N/A | 0.6 | N/A | N/A |
SGC | SD | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A |
SGC | GC | 0.528 | N/A | N/A | 0.736 | N/A | N/A | 0.856 | N/A | N/A |