Node Classification on Citeseer (Community c2)
91.9AccuracyGraph Transformer
Evaluation results
| Method | Links | |
|---|---|---|
| Graph TransformerAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 91.9 | |
| Graph TransformerAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 91.6 | |
| Graph TransformerAttack setup=C (Projections), Defense=ADAGE2025.02 | 91.13 | |
| GINAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 82.47 | |
| GraphSAGEAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 82.08 | |
| GATAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 81.57 | |
| GINAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 81.56 | |
| GraphSAGEAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 81.5 | |
| GINAttack setup=C (Projections), Defense=ADAGE2025.02 | 81.26 | |
| GATAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 80.8 | |
| GATAttack setup=C (Projections), Defense=ADAGE2025.02 | 80.15 | |
| GraphSAGEAttack setup=C (Projections), Defense=ADAGE2025.02 | 80.09 |