Node Classification on Pubmed (ASR and Clean Accuracy)
0.12ASRERBA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ERBADefense=SAM2026.03 | 0.12 | 78.78 | |
| ERBADefense=CD2026.03 | 0.13 | 77.08 | |
| ERBADefense=GM2026.03 | 3.21 | 75.65 | |
| ERBADefense=ER2026.03 | 5.12 | 80.57 | |
| EBA-CDefense=SAM2026.03 | 13.24 | 78.59 | |
| EBA-CDefense=CD2026.03 | 14.68 | 76.89 | |
| EBA-CDefense=GM2026.03 | 16.29 | 75.46 | |
| EBA-CDefense=ER2026.03 | 17.53 | 80.38 | |
| GTA-CDefense=SAM2026.03 | 20.67 | 79.19 | |
| GTA-CDefense=CD2026.03 | 21.37 | 77.49 | |
| GTA-CDefense=ER2026.03 | 27.68 | 80.98 | |
| GTA-CDefense=GM2026.03 | 28.45 | 76.06 | |
| DPGBA-CDefense=SAM2026.03 | 37.01 | 81.96 | |
| UGBA-CDefense=SAM2026.03 | 41.47 | 71.65 | |
| UGBA-CDefense=ER2026.03 | 46.11 | 74.75 | |
| DPGBA-CDefense=CD2026.03 | 51.11 | 76.85 | |
| ECGBADefense=ER2026.03 | 52.17 | 86.18 | |
| UGBA-CDefense=GM2026.03 | 52.3 | 71.16 | |
| DPGBA-CDefense=GM2026.03 | 52.61 | 75.16 | |
| ECGBADefense=CD2026.03 | 54.41 | 81.55 | |
| ECGBADefense=SAM2026.03 | 55.71 | 82.13 | |
| ECGBADefense=GM2026.03 | 56.22 | 80.01 | |
| DPGBA-CDefense=ER2026.03 | 57.09 | 80.16 | |
| UGBA-CDefense=CD2026.03 | 64.51 | 72.24 | |
| Ba-LogicDefense=CD2026.03 | 83.28 | 69.01 | |
| Ba-LogicDefense=SAM2026.03 | 86.42 | 66.23 | |
| Ba-LogicDefense=GM2026.03 | 88.07 | 66.48 | |
| Ba-LogicDefense=ER2026.03 | 89.52 | 67.22 |