Node Classification Backdoor Defense on CiteSeer (GU)
0ASRRIGBD-Perfect
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RIGBD-PerfectAttack=SBA2025.02 | 0 | 72.89 | 75.97 | |
| SimGuardAttack=SBA2025.02 | 0 | 74.4 | 100 | |
| RIGBDAttack=GTA2025.02 | 0 | 19.57 | 19.51 | |
| RIGBD-PerfectAttack=GTA2025.02 | 0 | 66.26 | 20.72 | |
| SimGuardAttack=GTA2025.02 | 0 | 74.4 | 100 | |
| ODAttack=UGBA2025.02 | 0 | 63.85 | 21.32 | |
| RIGBDAttack=UGBA2025.02 | 0 | 65.06 | 19.51 | |
| RIGBD-PerfectAttack=UGBA2025.02 | 0 | 62.34 | 19.51 | |
| SimGuardAttack=UGBA2025.02 | 0 | 74.4 | 100 | |
| RIGBDAttack=DPGBA2025.02 | 0 | 6.62 | 1.2 | |
| RIGBD-PerfectAttack=DPGBA2025.02 | 0 | 69.57 | 21.32 | |
| PruneAttack=SBA2025.02 | 0.33 | 68.07 | 80.78 | |
| GNNGuardAttack=SBA2025.02 | 1 | 63.55 | 93.69 | |
| RIGBDAttack=SBA2025.02 | 1.33 | 73.09 | 80.33 | |
| GNNGuardAttack=GTA2025.02 | 1.67 | 63.55 | 93.39 | |
| PruneAttack=GTA2025.02 | 3.02 | 65.36 | 77.77 | |
| ODAttack=SBA2025.02 | 5.03 | 73.79 | 90.69 | |
| SimGuardAttack=DPGBA2025.02 | 9.56 | 74.4 | 100 | |
| PruneAttack=DPGBA2025.02 | 10.29 | 67.16 | 78.97 | |
| GNNGuardAttack=DPGBA2025.02 | 11.02 | 63.85 | 95.79 | |
| GCNAttack=SBA2025.02 | 12.31 | 74.09 | — | |
| RobustGCNAttack=SBA2025.02 | 61.4 | 71.38 | 38.43 | |
| PruneAttack=UGBA2025.02 | 75.83 | 66.86 | 77.17 | |
| ODAttack=GTA2025.02 | 81.87 | 70.48 | 10.81 | |
| GNNGuardAttack=UGBA2025.02 | 90.93 | 59.03 | 11.11 | |
| ODAttack=DPGBA2025.02 | 98.52 | 67.77 | 24.02 | |
| GCNAttack=GTA2025.02 | 99.69 | 66.86 | — | |
| GCNAttack=DPGBA2025.02 | 99.69 | 67.46 | — | |
| RobustGCNAttack=GTA2025.02 | 100 | 72.89 | 3 | |
| GCNAttack=UGBA2025.02 | 100 | 62.95 | — | |
| RobustGCNAttack=UGBA2025.02 | 100 | 6.62 | 3 | |
| RobustGCNAttack=DPGBA2025.02 | 100 | 73.19 | 21.32 |