Graph Backdoor Attack on Flickr
99.36ASRBa-Logic
Evaluation results
| Method | Links | |
|---|---|---|
| Ba-LogicDefense=GNNGuard2026.03 | 99.36 | |
| Ba-LogicDefense=GCN-Prune2026.03 | 99.24 | |
| Ba-LogicDefense=RobustGCN2026.03 | 99.02 | |
| Ba-LogicDefense=RIGBD2026.03 | 94.86 | |
| UGBA-CDefense=RobustGCN2026.03 | 58.81 | |
| UGBA-CDefense=GCN-Prune2026.03 | 54.49 | |
| DPGBA-CDefense=GNNGuard2026.03 | 53.41 | |
| DPGBA-CDefense=GCN-Prune2026.03 | 35.44 | |
| UGBA-CDefense=GNNGuard2026.03 | 33.14 | |
| DPGBA-CDefense=RobustGCN2026.03 | 22.26 | |
| GTA-CDefense=GCN-Prune2026.03 | 17.19 | |
| EBA-CDefense=GCN-Prune2026.03 | 16.09 | |
| GTA-CDefense=RobustGCN2026.03 | 15.51 | |
| ECGBADefense=GCN-Prune2026.03 | 15.02 | |
| EBA-CDefense=RobustGCN2026.03 | 12.27 | |
| ECGBADefense=RobustGCN2026.03 | 11.25 | |
| UGBA-CDefense=RIGBD2026.03 | 0.33 | |
| DPGBA-CDefense=RIGBD2026.03 | 0.07 | |
| ECGBADefense=GNNGuard2026.03 | 0.01 | |
| ECGBADefense=RIGBD2026.03 | 0.01 | |
| ERBADefense=GCN-Prune2026.03 | 0 | |
| ERBADefense=RobustGCN2026.03 | 0 | |
| ERBADefense=GNNGuard2026.03 | 0 | |
| EBA-CDefense=GNNGuard2026.03 | 0 | |
| GTA-CDefense=GNNGuard2026.03 | 0 | |
| ERBADefense=RIGBD2026.03 | 0 | |
| EBA-CDefense=RIGBD2026.03 | 0 | |
| GTA-CDefense=RIGBD2026.03 | 0 |