Node Classification on Flickr (ASR, Clean Accuracy)
47.65Clean AccuracyECGBA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ECGBATarget Model=GAT2026.03 | 47.65 | 41.03 | |
| EBA-CTarget Model=GAT2026.03 | 47.65 | 31.93 | |
| GTA-CTarget Model=GAT2026.03 | 47.64 | 47.87 | |
| ERBATarget Model=GAT2026.03 | 47.51 | 0 | |
| UGBA-CTarget Model=GAT2026.03 | 47.02 | 68.78 | |
| DPGBA-CTarget Model=GAT2026.03 | 46.31 | 70.39 | |
| VanillaTarget Model=GIN2026.03 | 46.22 | — | |
| VanillaTarget Model=GCN2026.03 | 46.21 | — | |
| Ba-LogicTarget Model=GIN2026.03 | 46.14 | 100 | |
| VanillaTarget Model=GAT2026.03 | 46.07 | — | |
| Ba-LogicTarget Model=GCN2026.03 | 46.05 | 99.98 | |
| UGBA-CTarget Model=GIN2026.03 | 45.98 | 68.97 | |
| PRAETORIANAttack=SBA2026.05 | 45.83 | 0 | |
| ERBATarget Model=GCN2026.03 | 45.75 | 0 | |
| ECGBATarget Model=GCN2026.03 | 45.68 | 39.47 | |
| EBA-CTarget Model=GCN2026.03 | 45.68 | 32.47 | |
| ERBATarget Model=GIN2026.03 | 45.62 | 0 | |
| No DefenseAttack=SBA2026.05 | 45.22 | 90.02 | |
| DPGBA-CTarget Model=GIN2026.03 | 45.09 | 68.12 | |
| GTA-CTarget Model=GIN2026.03 | 45.03 | 48.04 | |
| GTA-CTarget Model=GCN2026.03 | 44.96 | 48.12 | |
| Ba-LogicTarget Model=GAT2026.03 | 44.91 | 99.72 | |
| ERBADefense=ER2026.03 | 44.87 | 7.62 | |
| GNNGuardAttack=UGBA2026.05 | 44.57 | 97.83 | |
| GTA-CDefense=ER2026.03 | 44.46 | 31.76 | |
| ERBADefense=CD2026.03 | 44.44 | 5.12 | |
| GNNGuardAttack=DPGBA2026.05 | 44.33 | 90.14 | |
| ECGBADefense=ER2026.03 | 44.28 | 31.62 | |
| EBA-CDefense=ER2026.03 | 44.24 | 22.34 | |
| SPAttack=DPGBA2026.05 | 44.14 | 90.93 | |
| GTA-CDefense=CD2026.03 | 44.03 | 29.53 | |
| ECGBADefense=CD2026.03 | 44.01 | 27.93 | |
| UGBA-CTarget Model=GCN2026.03 | 43.99 | 66.49 | |
| UGBA-CDefense=ER2026.03 | 43.92 | 52.11 | |
| No DefenseAttack=DPGBA2026.05 | 43.84 | 91.7 | |
| EBA-CDefense=CD2026.03 | 43.81 | 21.28 | |
| RIGBDAttack=DPGBA2026.05 | 43.77 | 85.66 | |
| ERBADefense=SAM2026.03 | 43.67 | 4.38 | |
| DPGBA-CDefense=ER2026.03 | 43.65 | 59.74 | |
| PRAETORIANAttack=DPGBA2026.05 | 43.62 | 0 | |
| ERBADefense=GM2026.03 | 43.49 | 5.49 | |
| ECGBADefense=GM2026.03 | 43.41 | 24.85 | |
| UGBA-CDefense=CD2026.03 | 43.36 | 46.37 | |
| GTA-CDefense=SAM2026.03 | 43.26 | 27.83 | |
| DPGBA-CDefense=CD2026.03 | 43.18 | 43.96 | |
| ODAttack=DPGBA2026.05 | 43.18 | 90.06 | |
| ECGBADefense=SAM2026.03 | 43.12 | 26.71 | |
| GTA-CDefense=GM2026.03 | 43.08 | 28.68 | |
| EBA-CDefense=SAM2026.03 | 43.04 | 19.85 | |
| PRAETORIANAttack=GTA2026.05 | 43 | 0 | |
| DPGBA-CTarget Model=GCN2026.03 | 42.93 | 69.66 | |
| PRAETORIANAttack=UGBA2026.05 | 42.92 | 0 | |
| EBA-CDefense=GM2026.03 | 42.86 | 20.12 | |
| GNNGuardAttack=GTA2026.05 | 42.78 | 12.82 | |
| No DefenseAttack=UGBA2026.05 | 42.67 | 99.96 | |
| UGBA-CDefense=SAM2026.03 | 42.66 | 43.05 | |
| No DefenseAttack=GTA2026.05 | 42.55 | 100 | |
| ODAttack=UGBA2026.05 | 42.53 | 0 | |
| DPGBA-CDefense=SAM2026.03 | 42.47 | 40.18 | |
| SPAttack=UGBA2026.05 | 42.32 | 99.9 | |
| UGBA-CDefense=GM2026.03 | 42.23 | 40.26 | |
| DPGBA-CDefense=GM2026.03 | 42.06 | 47.89 | |
| ODAttack=SBA2026.05 | 41.84 | 88.09 | |
| ECGBATarget Model=GIN2026.03 | 41.64 | 41.71 | |
| EBA-CTarget Model=GIN2026.03 | 41.64 | 32.07 | |
| RIGBDAttack=UGBA2026.05 | 41.54 | 0 | |
| GNNGuardAttack=SBA2026.05 | 41.38 | 10.68 | |
| Ba-LogicDefense=ER2026.03 | 41.27 | 79.4 | |
| ODAttack=GTA2026.05 | 40.79 | 0 | |
| SPAttack=SBA2026.05 | 40.67 | 89.39 | |
| Ba-LogicDefense=CD2026.03 | 40.52 | 92.29 | |
| RIGBDAttack=GTA2026.05 | 40.25 | 44.66 | |
| RIGBDAttack=SBA2026.05 | 40.17 | 70.63 | |
| SPAttack=GTA2026.05 | 39.98 | 0 | |
| Ba-LogicDefense=GM2026.03 | 39.84 | 84.78 | |
| Ba-LogicDefense=SAM2026.03 | 39.26 | 85.91 |