Node Classification on Citeseer (Community c3)
91.54AccuracyGraph Transformer
Evaluation results
| Method | Links | |
|---|---|---|
| Graph TransformerAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 91.54 | |
| Graph TransformerAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 90.23 | |
| Graph TransformerAttack setup=C (Projections), Defense=ADAGE2025.02 | 89.94 | |
| GINAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 82.86 | |
| GraphSAGEAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 81.61 | |
| GraphSAGEAttack setup=C (Projections), Defense=ADAGE2025.02 | 81.28 | |
| GATAttack setup=C (Projections), Defense=ADAGE2025.02 | 81.02 | |
| GINAttack setup=C (Projections), Defense=ADAGE2025.02 | 81 | |
| GATAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 80.98 | |
| GraphSAGEAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 80.98 | |
| GATAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 80.91 | |
| GINAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 79.91 |