Backdoor Defense on Pubmed
0ASRCoGBD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CoGBDAttack=DPGBA2026.05 | 0 | 85.47 | |
| CoGBDAttack=GTA2026.05 | 0.89 | 85.2 | |
| CoGBDAttack=UGBA2026.05 | 1.12 | 84.33 | |
| RIGBDAttack=DPGBA2026.05 | 1.61 | 83.67 | |
| RIGBDAttack=GTA2026.05 | 2.3 | 84.56 | |
| CoGBDAttack=SPEAR2026.05 | 7.27 | 84.76 | |
| RIGBDAttack=UGBA2026.05 | 11.76 | 84.51 | |
| GNNGuardAttack=UGBA2026.05 | 19.95 | 80.02 | |
| PruneAttack=GTA2026.05 | 21.88 | 84.91 | |
| ODAttack=UGBA2026.05 | 23.45 | 84.93 | |
| GNNGuardAttack=GTA2026.05 | 27.22 | 79.62 | |
| ABLAttack=UGBA2026.05 | 28.75 | 84.72 | |
| ODAttack=GTA2026.05 | 40 | 85.28 | |
| PruneAttack=DPGBA2026.05 | 40.71 | 84.39 | |
| RSAttack=UGBA2026.05 | 50.55 | 84.4 | |
| ABLAttack=GTA2026.05 | 50.68 | 84.51 | |
| RSAttack=GTA2026.05 | 52.63 | 84.46 | |
| RSAttack=DPGBA2026.05 | 64.62 | 82.99 | |
| GNNGuardAttack=SPEAR2026.05 | 70.12 | 81.48 | |
| RSAttack=SPEAR2026.05 | 87.1 | 84.68 | |
| RIGBDAttack=SPEAR2026.05 | 89.95 | 85.41 | |
| ODAttack=SPEAR2026.05 | 90.01 | 85.41 | |
| RobustGCNAttack=SPEAR2026.05 | 91.45 | 85.54 | |
| GCNAttack=SPEAR2026.05 | 92.84 | 84.91 | |
| ABLAttack=SPEAR2026.05 | 93.12 | 84.58 | |
| RobustGCNAttack=UGBA2026.05 | 94.14 | 85.48 | |
| PruneAttack=SPEAR2026.05 | 95.38 | 85 | |
| GNNGuardAttack=DPGBA2026.05 | 96.08 | 81.73 | |
| GCNAttack=GTA2026.05 | 97.4 | 84.59 | |
| RobustGCNAttack=DPGBA2026.05 | 97.57 | 84.97 | |
| GCNAttack=DPGBA2026.05 | 99.03 | 83.62 | |
| GCNAttack=UGBA2026.05 | 99.52 | 85.13 | |
| ODAttack=DPGBA2026.05 | 99.59 | 84.37 | |
| ABLAttack=DPGBA2026.05 | 99.65 | 82.25 | |
| RobustGCNAttack=GTA2026.05 | 100 | 85.47 | |
| PruneAttack=UGBA2026.05 | 100 | 85.21 |