Surrogate Node Classification on Pubmed G (test)
86.43AccuracyGraph Transformer
Evaluation results
| Method | Links | |
|---|---|---|
| Graph TransformerAttack setup=B (Embeddings), Defense=NONE2025.02 | 86.43 | |
| Graph TransformerAttack setup=C (Projections), Defense=NONE2025.02 | 86.43 | |
| GraphSAGEAttack setup=A (Probabilities), Defense=NONE2025.02 | 85.27 | |
| Graph TransformerAttack setup=A (Probabilities), Defense=NONE2025.02 | 85.27 | |
| GraphSAGEAttack setup=B (Embeddings), Defense=NONE2025.02 | 85.26 | |
| GINAttack setup=B (Embeddings), Defense=NONE2025.02 | 85 | |
| GINAttack setup=A (Probabilities), Defense=NONE2025.02 | 84.69 | |
| GATAttack setup=A (Probabilities), Defense=NONE2025.02 | 83.77 | |
| GATAttack setup=B (Embeddings), Defense=NONE2025.02 | 83.62 | |
| GraphSAGEAttack setup=C (Projections), Defense=NONE2025.02 | 83.32 | |
| GATAttack setup=C (Projections), Defense=NONE2025.02 | 82.99 | |
| GINAttack setup=C (Projections), Defense=NONE2025.02 | 80.34 | |
| Graph TransformerAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 44.63 | |
| GINAttack setup=C (Projections), Defense=ADAGE2025.02 | 41.89 | |
| GraphSAGEAttack setup=C (Projections), Defense=ADAGE2025.02 | 41.78 | |
| GATAttack setup=C (Projections), Defense=ADAGE2025.02 | 41.76 | |
| GATAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 39.55 | |
| Graph TransformerAttack setup=C (Projections), Defense=ADAGE2025.02 | 35.37 | |
| GraphSAGEAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 35.15 | |
| GINAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 33.24 | |
| GINAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 32.41 | |
| Graph TransformerAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 30.51 | |
| GraphSAGEAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 29.25 | |
| GATAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 23.34 |