Node Classification on Pubmed c1 (community)
96.69AccuracyGraph Transformer
Evaluation Results
| Method | Links | |
|---|---|---|
| Graph TransformerAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 96.69 | |
| Graph TransformerAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 96.45 | |
| Graph TransformerAttack setup=C (Projections), Defense=ADAGE2025.02 | 95.48 | |
| GraphSAGEAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 85.27 | |
| GraphSAGEAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 83.36 | |
| GraphSAGEAttack setup=C (Projections), Defense=ADAGE2025.02 | 82.83 | |
| GATAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 82.51 | |
| GINAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 82.16 | |
| GINAttack setup=C (Projections), Defense=ADAGE2025.02 | 82.14 | |
| GATAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 81.74 | |
| GINAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 81.3 | |
| GATAttack setup=C (Projections), Defense=ADAGE2025.02 | 80.57 |