From: Complex network effects on the robustness of graph convolutional networks
 |  | Budget 10 | Budget 30 | Budget 50 | ||||||
---|---|---|---|---|---|---|---|---|---|---|
Defense | Training | Net | FGA | IG | Net | FGA | IG | Net | FGA | IG |
Jaccard | Rand. | 0.92 | 0.872 | 0.928 | 0.992 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 |
Jaccard | SD | 0.928 | 0.984 | 0.936 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 |
Jaccard | GC | 0.936 | 0.952 | 0.944 | 0.992 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 |
RGCN | Rand. | 0.08 | 0.128 | 0.032 | 0.224 | 0.248 | 0.056 | 0.32 | 0.304 | 0.064 |
RGCN | SD | 0.048 | 0.024 | 0.016 | 0.088 | 0.072 | 0.056 | 0.112 | 0.096 | 0.064 |
RGCN | GC | 0.088 | 0.096 | 0.04 | 0.192 | 0.176 | 0.048 | 0.232 | 0.272 | 0.056 |
Cheb | Rand. | 0.048 | 0.184 | 0.112 | 0.184 | 0.376 | 0.176 | 0.296 | 0.456 | 0.216 |
Cheb | SD | 0.128 | 0.128 | 0.168 | 0.256 | 0.232 | 0.288 | 0.368 | 0.32 | 0.336 |
Cheb | GC | 0.344 | 0.08 | 0.168 | 0.456 | 0.208 | 0.328 | 0.52 | 0.288 | 0.392 |
SVD | Rand. | 0.016 | 0.08 | 0.048 | 0.04 | 0.12 | 0.096 | 0.112 | 0.136 | 0.128 |
SVD | SD | 0.064 | 0.024 | 0.064 | 0.088 | 0.024 | 0.072 | 0.112 | 0.032 | 0.096 |
SVD | GC | 0.04 | 0.04 | 0.048 | 0.088 | 0.064 | 0.08 | 0.104 | 0.112 | 0.128 |
GAT | Rand. | 0.224 | 0.224 | 0.184 | 0.384 | 0.408 | 0.248 | 0.448 | 0.488 | 0.304 |
GAT | SD | 0.12 | 0.056 | 0.08 | 0.184 | 0.16 | 0.152 | 0.256 | 0.208 | 0.208 |
GAT | GC | 0.112 | 0.12 | 0.064 | 0.2 | 0.256 | 0.152 | 0.288 | 0.296 | 0.168 |
GCN | Rand. | 0.16 | 0.208 | 0.128 | 0.288 | 0.368 | 0.2 | 0.344 | 0.424 | 0.232 |
GCN | SD | 0.104 | 0.096 | 0.176 | 0.168 | 0.208 | 0.248 | 0.208 | 0.288 | 0.312 |
GCN | GC | 0.072 | 0.032 | 0.056 | 0.152 | 0.184 | 0.104 | 0.28 | 0.296 | 0.128 |
SGC | Rand. | N/A | N/A | N/A | N/A | N/A | N/A | N/A | 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 | 0.056 | N/A | N/A | 0.12 | N/A | N/A | 0.168 | N/A | N/A |