Node Classification on PubMed (CA, ASR)
95.88Accuracy Success Rate (ASR)RIGBD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RIGBDAttack=DPGBA2026.05 | 95.88 | 78.64 | |
| RIGBDAttack=UGBA2026.05 | 95.48 | 78.06 | |
| No DefenseAttack=DPGBA2026.05 | 95.24 | 83.36 | |
| ODAttack=GTA2026.05 | 94.85 | 78.92 | |
| No DefenseAttack=GTA2026.05 | 94.45 | 82.09 | |
| SPAttack=DPGBA2026.05 | 93.17 | 82.96 | |
| ODAttack=DPGBA2026.05 | 92.79 | 83.11 | |
| No DefenseAttack=UGBA2026.05 | 91.78 | 82.29 | |
| SPAttack=UGBA2026.05 | 91.77 | 82.41 | |
| RIGBDAttack=GTA2026.05 | 77.85 | 79.71 | |
| SPAttack=GTA2026.05 | 74.38 | 81.47 | |
| ODAttack=UGBA2026.05 | 52.33 | 83.51 | |
| No DefenseAttack=SBA2026.05 | 28.57 | 85.13 | |
| ODAttack=SBA2026.05 | 17.99 | 85.34 | |
| GNNGuardAttack=SBA2026.05 | 16.35 | 80.94 | |
| GNNGuardAttack=DPGBA2026.05 | 12.87 | 81.46 | |
| RIGBDAttack=SBA2026.05 | 11.51 | 78.67 | |
| GNNGuardAttack=GTA2026.05 | 8.84 | 80.35 | |
| GNNGuardAttack=UGBA2026.05 | 8.26 | 77.48 | |
| PRAETORIANAttack=UGBA2026.05 | 3.67 | 84.47 | |
| SPAttack=SBA2026.05 | 3.35 | 84.99 | |
| PRAETORIANAttack=DPGBA2026.05 | 2.24 | 84.06 | |
| PRAETORIANAttack=SBA2026.05 | 0.91 | 85.21 | |
| PRAETORIANAttack=GTA2026.05 | 0.27 | 83.18 |