Node Classification on Coauthor (c3)
98.55AccuracyGraph Transformer
Evaluation results
| Method | Links | |
|---|---|---|
| Graph TransformerAttack setup=Embeddings, Defense=ADAGE2025.02 | 98.55 | |
| Graph TransformerAttack setup=Probabilities, Defense=ADAGE2025.02 | 98.46 | |
| Graph TransformerAttack setup=Projections, Defense=ADAGE2025.02 | 95.56 | |
| GraphSAGEAttack setup=Embeddings, Defense=ADAGE2025.02 | 93.69 | |
| GATAttack setup=Projections, Defense=ADAGE2025.02 | 93.37 | |
| GraphSAGEAttack setup=Projections, Defense=ADAGE2025.02 | 91.83 | |
| GraphSAGEAttack setup=Probabilities, Defense=ADAGE2025.02 | 91.63 | |
| GATAttack setup=Probabilities, Defense=ADAGE2025.02 | 91.51 | |
| GATAttack setup=Embeddings, Defense=ADAGE2025.02 | 91.25 | |
| GINAttack setup=Embeddings, Defense=ADAGE2025.02 | 91.16 | |
| GINAttack setup=Probabilities, Defense=ADAGE2025.02 | 89.85 | |
| GINAttack setup=Projections, Defense=ADAGE2025.02 | 87.6 |