Node Classification on Cora (ASR and Clean Accuracy)
0.03ASRERBA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ERBADefense=SAM2026.03 | 0.03 | 73.21 | |
| ERBADefense=CD2026.03 | 0.05 | 74.72 | |
| ERBADefense=GM2026.03 | 6.91 | 73.71 | |
| ERBADefense=ER2026.03 | 7.83 | 82.36 | |
| EBA-CDefense=GM2026.03 | 19.38 | 67.1 | |
| EBA-CDefense=ER2026.03 | 20.74 | 75.75 | |
| EBA-CDefense=CD2026.03 | 21.78 | 68.11 | |
| EBA-CDefense=SAM2026.03 | 25.19 | 66.6 | |
| GTA-CDefense=ER2026.03 | 30.56 | 82.38 | |
| GTA-CDefense=GM2026.03 | 31.42 | 73.73 | |
| DPGBA-CDefense=SAM2026.03 | 33.08 | 67.87 | |
| UGBA-CDefense=SAM2026.03 | 39.95 | 70.65 | |
| ECGBADefense=ER2026.03 | 42.59 | 82.07 | |
| ECGBADefense=CD2026.03 | 44.62 | 78.14 | |
| ECGBADefense=SAM2026.03 | 45.01 | 81.66 | |
| GTA-CDefense=CD2026.03 | 45.34 | 74.74 | |
| UGBA-CDefense=ER2026.03 | 45.82 | 80.37 | |
| DPGBA-CDefense=CD2026.03 | 48.1 | 76.45 | |
| DPGBA-CDefense=ER2026.03 | 49.31 | 82.91 | |
| UGBA-CDefense=GM2026.03 | 50.41 | 71.16 | |
| GTA-CDefense=SAM2026.03 | 51.08 | 73.23 | |
| DPGBA-CDefense=GM2026.03 | 51.16 | 74.94 | |
| ECGBADefense=GM2026.03 | 52.31 | 75.58 | |
| UGBA-CDefense=CD2026.03 | 62.71 | 70.14 | |
| Ba-LogicDefense=SAM2026.03 | 79.56 | 75.69 | |
| Ba-LogicDefense=ER2026.03 | 89.05 | 71.85 | |
| Ba-LogicDefense=CD2026.03 | 90.47 | 70.02 | |
| Ba-LogicDefense=GM2026.03 | 95.32 | 72.31 |