Node Classification on Cora (ASR, CA, Clean Accuracy)
100ASRTAGBD (Overwriting)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TAGBD (Overwriting)Defense=None2026.03 | 100 | 86.72 | 77.82 | |
| TAGBD (Overwriting)Defense=Prune2026.03 | 100 | 87.82 | 77.23 | |
| TAGBD (Overwriting)Defense=OD2026.03 | 100 | 87.45 | 76.92 | |
| TAGBD (Appending)Defense=None2026.03 | 99.63 | 86.72 | 77.82 | |
| TAGBD (Appending)Defense=Prune2026.03 | 99.37 | 85.61 | 77.23 | |
| UGBADefense=None2026.03 | 95.25 | 79.22 | 77.82 | |
| TAGBD (Appending)Defense=OD2026.03 | 95.2 | 91.14 | 76.92 | |
| DPGBADefense=OD2026.03 | 93.94 | 77.92 | 76.92 | |
| UGBADefense=Prune2026.03 | 93.33 | 78.38 | 77.23 | |
| DPGBADefense=None2026.03 | 93.25 | 78.22 | 77.82 | |
| GTADefense=None2026.03 | 92.55 | 79.93 | 77.82 | |
| GTADefense=OD2026.03 | 46.12 | 78.24 | 76.92 | |
| SBA-GenDefense=OD2026.03 | 43.37 | 77.94 | 76.92 | |
| SBA-GenDefense=None2026.03 | 42.23 | 77.12 | 77.82 | |
| SBA-SampDefense=OD2026.03 | 30.5 | 75.62 | 76.92 | |
| SBA-SampDefense=None2026.03 | 27.23 | 76.52 | 77.82 | |
| SBA-GenDefense=Prune2026.03 | 21.35 | 78.62 | 77.23 | |
| DPGBADefense=Prune2026.03 | 19.47 | 77.98 | 77.23 | |
| SBA-SampDefense=Prune2026.03 | 17.25 | 75.93 | 77.23 | |
| GTADefense=Prune2026.03 | 0.25 | 78.61 | 77.23 | |
| UGBADefense=OD2026.03 | 0 | 78.32 | 76.92 |