Node Classification on Citeseer (Community c1)
91.86AccuracyGraph Transformer
Evaluation results
| Method | Links | |
|---|---|---|
| Graph TransformerAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 91.86 | |
| Graph TransformerAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 90.98 | |
| Graph TransformerAttack setup=C (Projections), Defense=ADAGE2025.02 | 90.9 | |
| GraphSAGEAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 82.83 | |
| GATAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 82.61 | |
| GraphSAGEAttack setup=C (Projections), Defense=ADAGE2025.02 | 82.55 | |
| GraphSAGEAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 82.53 | |
| GINAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 81.31 | |
| GINAttack setup=C (Projections), Defense=ADAGE2025.02 | 80.84 | |
| GATAttack setup=C (Projections), Defense=ADAGE2025.02 | 80.72 | |
| GATAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 80.43 | |
| GINAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 80.35 |