Downstream Node Classification on Pubmed c3 (community)
96.57AccuracyGraph Transformer
Evaluation Results
| Method | Links | |
|---|---|---|
| Graph TransformerAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 96.57 | |
| Graph TransformerAttack setup=C (Projections), Defense=ADAGE2025.02 | 94.68 | |
| Graph TransformerAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 94.29 | |
| GraphSAGEAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 85.71 | |
| GraphSAGEAttack setup=C (Projections), Defense=ADAGE2025.02 | 84.56 | |
| GraphSAGEAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 84.54 | |
| GINAttack setup=C (Projections), Defense=ADAGE2025.02 | 83.87 | |
| GINAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 83.55 | |
| GATAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 83.38 | |
| GATAttack setup=C (Projections), Defense=ADAGE2025.02 | 81.65 | |
| GINAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 81.36 | |
| GATAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 80.23 |