Graph Backdoor Attack on Cora
99.17ASRBa-Logic
Evaluation results
| Method | Links | |
|---|---|---|
| Ba-LogicDefense=GCN-Prune2026.03 | 99.17 | |
| Ba-LogicDefense=RobustGCN2026.03 | 99.12 | |
| Ba-LogicDefense=GNNGuard2026.03 | 98.48 | |
| Ba-LogicDefense=RIGBD2026.03 | 95.47 | |
| UGBA-CDefense=RobustGCN2026.03 | 56.09 | |
| UGBA-CDefense=GCN-Prune2026.03 | 52.07 | |
| DPGBA-CDefense=GNNGuard2026.03 | 50.27 | |
| UGBA-CDefense=GNNGuard2026.03 | 35.57 | |
| DPGBA-CDefense=GCN-Prune2026.03 | 33.1 | |
| DPGBA-CDefense=RobustGCN2026.03 | 21.78 | |
| EBA-CDefense=GCN-Prune2026.03 | 16.71 | |
| GTA-CDefense=GCN-Prune2026.03 | 15.69 | |
| ECGBADefense=GCN-Prune2026.03 | 15.56 | |
| EBA-CDefense=RobustGCN2026.03 | 15.28 | |
| GTA-CDefense=RobustGCN2026.03 | 15.04 | |
| ECGBADefense=RobustGCN2026.03 | 14.25 | |
| ERBADefense=GCN-Prune2026.03 | 5.93 | |
| ERBADefense=RobustGCN2026.03 | 4.17 | |
| UGBA-CDefense=RIGBD2026.03 | 0.16 | |
| EBA-CDefense=GNNGuard2026.03 | 0.14 | |
| DPGBA-CDefense=RIGBD2026.03 | 0.07 | |
| ECGBADefense=GNNGuard2026.03 | 0.01 | |
| ECGBADefense=RIGBD2026.03 | 0.01 | |
| ERBADefense=GNNGuard2026.03 | 0 | |
| GTA-CDefense=GNNGuard2026.03 | 0 | |
| ERBADefense=RIGBD2026.03 | 0 | |
| EBA-CDefense=RIGBD2026.03 | 0 | |
| GTA-CDefense=RIGBD2026.03 | 0 |