Downstream Node Classification on Pubmed c2 (community)
97.04AccuracyGraph Transformer
Evaluation Results
| Method | Links | |
|---|---|---|
| Graph TransformerAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 97.04 | |
| Graph TransformerAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 96.39 | |
| Graph TransformerAttack setup=C (Projections), Defense=ADAGE2025.02 | 94.98 | |
| GraphSAGEAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 85.07 | |
| GraphSAGEAttack setup=C (Projections), Defense=ADAGE2025.02 | 84.56 | |
| GraphSAGEAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 84.52 | |
| GINAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 83.56 | |
| GATAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 83.27 | |
| GINAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 83.07 | |
| GINAttack setup=C (Projections), Defense=ADAGE2025.02 | 81.85 | |
| GATAttack setup=C (Projections), Defense=ADAGE2025.02 | 81.46 | |
| GATAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 79.27 |