Node Classification on Coauthor (c1)
98.21AccuracyGraph Transformer
Evaluation Results
| Method | Links | |
|---|---|---|
| Graph TransformerAttack setup=Embeddings, Defense=ADAGE2025.02 | 98.21 | |
| Graph TransformerAttack setup=Probabilities, Defense=ADAGE2025.02 | 97.28 | |
| Graph TransformerAttack setup=Projections, Defense=ADAGE2025.02 | 96.18 | |
| GINAttack setup=Embeddings, Defense=ADAGE2025.02 | 93.58 | |
| GATAttack setup=Embeddings, Defense=ADAGE2025.02 | 93.22 | |
| GraphSAGEAttack setup=Probabilities, Defense=ADAGE2025.02 | 92.99 | |
| GATAttack setup=Probabilities, Defense=ADAGE2025.02 | 92.73 | |
| GraphSAGEAttack setup=Projections, Defense=ADAGE2025.02 | 92.62 | |
| GINAttack setup=Projections, Defense=ADAGE2025.02 | 91.09 | |
| GATAttack setup=Projections, Defense=ADAGE2025.02 | 90.77 | |
| GraphSAGEAttack setup=Embeddings, Defense=ADAGE2025.02 | 90.71 | |
| GINAttack setup=Probabilities, Defense=ADAGE2025.02 | 88.51 |