Graph Backdoor Attack on Pubmed
98.1ASRBa-Logic
Evaluation results
| Method | Links | |
|---|---|---|
| Ba-LogicDefense=RobustGCN2026.03 | 98.1 | |
| Ba-LogicDefense=GCN-Prune2026.03 | 97.95 | |
| Ba-LogicDefense=GNNGuard2026.03 | 95.46 | |
| Ba-LogicDefense=RIGBD2026.03 | 93.01 | |
| UGBA-CDefense=GCN-Prune2026.03 | 59.64 | |
| UGBA-CDefense=RobustGCN2026.03 | 45.59 | |
| DPGBA-CDefense=GNNGuard2026.03 | 41.07 | |
| UGBA-CDefense=GNNGuard2026.03 | 40.58 | |
| DPGBA-CDefense=GCN-Prune2026.03 | 37.34 | |
| DPGBA-CDefense=RobustGCN2026.03 | 28.13 | |
| EBA-CDefense=GCN-Prune2026.03 | 19.25 | |
| GTA-CDefense=GCN-Prune2026.03 | 18.95 | |
| GTA-CDefense=RobustGCN2026.03 | 18.72 | |
| EBA-CDefense=RobustGCN2026.03 | 17.13 | |
| ECGBADefense=GCN-Prune2026.03 | 15.79 | |
| ECGBADefense=RobustGCN2026.03 | 13.24 | |
| ERBADefense=GCN-Prune2026.03 | 4.13 | |
| ERBADefense=RobustGCN2026.03 | 2.96 | |
| GTA-CDefense=GNNGuard2026.03 | 1.39 | |
| ECGBADefense=GNNGuard2026.03 | 0.51 | |
| UGBA-CDefense=RIGBD2026.03 | 0.09 | |
| ECGBADefense=RIGBD2026.03 | 0.01 | |
| DPGBA-CDefense=RIGBD2026.03 | 0.01 | |
| ERBADefense=GNNGuard2026.03 | 0 | |
| EBA-CDefense=GNNGuard2026.03 | 0 | |
| ERBADefense=RIGBD2026.03 | 0 | |
| EBA-CDefense=RIGBD2026.03 | 0 | |
| GTA-CDefense=RIGBD2026.03 | 0 |