Node Classification on Coauthor (c2) (accuracy)
98.49Accuracy (c2)Graph Transformer
Evaluation results
| Method | Links | |
|---|---|---|
| Graph TransformerAttack setup=Probabilities, Defense=ADAGE2025.02 | 98.49 | |
| Graph TransformerAttack setup=Embeddings, Defense=ADAGE2025.02 | 98.35 | |
| Graph TransformerAttack setup=Projections, Defense=ADAGE2025.02 | 96.39 | |
| GATAttack setup=Projections, Defense=ADAGE2025.02 | 93.6 | |
| GraphSAGEAttack setup=Embeddings, Defense=ADAGE2025.02 | 93.17 | |
| GraphSAGEAttack setup=Probabilities, Defense=ADAGE2025.02 | 92.83 | |
| GATAttack setup=Embeddings, Defense=ADAGE2025.02 | 92.51 | |
| GINAttack setup=Probabilities, Defense=ADAGE2025.02 | 92.5 | |
| GraphSAGEAttack setup=Projections, Defense=ADAGE2025.02 | 91.85 | |
| GATAttack setup=Probabilities, Defense=ADAGE2025.02 | 91.49 | |
| GINAttack setup=Projections, Defense=ADAGE2025.02 | 91.16 | |
| GINAttack setup=Embeddings, Defense=ADAGE2025.02 | 90.54 |