Node Classification Backdoor Defense on PubMed
0ASRRIGBD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RIGBDAttack=DPGBA2025.02 | 0 | 1.85 | 1.84 | |
| RIGBD-PerfectAttack=DPGBA2025.02 | 0 | 82.29 | 32.55 | |
| RIGBD-PerfectAttack=GTA2025.02 | 0.06 | 80.77 | 40.66 | |
| RIGBD-PerfectAttack=SBA2025.02 | 0.32 | 84.88 | 66.37 | |
| RIGBDAttack=SBA2025.02 | 0.71 | 79.5 | 70.63 | |
| RIGBD-PerfectAttack=UGBA2025.02 | 1.35 | 84.62 | 79.46 | |
| RIGBDAttack=GTA2025.02 | 3.02 | 5.27 | 38.33 | |
| PruneAttack=SBA2025.02 | 3.79 | 85.43 | 92.74 | |
| SimGuardAttack=GTA2025.02 | 3.8 | 85.13 | 99.89 | |
| SimGuardAttack=UGBA2025.02 | 3.8 | 85.54 | 98.93 | |
| SimGuardAttack=SBA2025.02 | 4.05 | 85.54 | 98.88 | |
| GNNGuardAttack=UGBA2025.02 | 4.76 | 80.66 | 87.17 | |
| PruneAttack=GTA2025.02 | 5.59 | 85.59 | 91.17 | |
| GNNGuardAttack=SBA2025.02 | 5.66 | 81.68 | 94.57 | |
| SimGuardAttack=DPGBA2025.02 | 7.76 | 85.44 | 98.34 | |
| GNNGuardAttack=GTA2025.02 | 11.64 | 79.8 | 90.46 | |
| ODAttack=UGBA2025.02 | 15.54 | 84.98 | 77.68 | |
| RobustGCNAttack=SBA2025.02 | 28.44 | 85.33 | 76.52 | |
| ODAttack=SBA2025.02 | 29.47 | 85.28 | 76.06 | |
| GNNGuardAttack=DPGBA2025.02 | 32.05 | 81.43 | 83.57 | |
| GCNAttack=SBA2025.02 | 42.7 | 84.93 | — | |
| PruneAttack=DPGBA2025.02 | 47.36 | 85.54 | 91.88 | |
| ODAttack=DPGBA2025.02 | 92.23 | 84.11 | 44.47 | |
| PruneAttack=UGBA2025.02 | 92.34 | 84.37 | 26.57 | |
| GCNAttack=UGBA2025.02 | 93.47 | 82.29 | — | |
| GCNAttack=DPGBA2025.02 | 94.98 | 84.07 | — | |
| RobustGCNAttack=DPGBA2025.02 | 95.68 | 85.59 | 41.37 | |
| RIGBDAttack=UGBA2025.02 | 97.03 | 76.71 | 23.07 | |
| ODAttack=GTA2025.02 | 97.16 | 81.32 | 22.41 | |
| RobustGCNAttack=UGBA2025.02 | 97.23 | 85.43 | 22.66 | |
| RobustGCNAttack=GTA2025.02 | 97.97 | 85.38 | 22.46 | |
| GCNAttack=GTA2025.02 | 98.73 | 81.08 | — |