Model Extraction on Citeseer G (test)
82.06AccuracyGAT
Evaluation results
| Method | Links | |
|---|---|---|
| GATAttack setup=B (Embeddings), Defense=NONE2025.02 | 82.06 | |
| GATAttack setup=A (Probabilities), Defense=NONE2025.02 | 80.54 | |
| GraphSAGEAttack setup=A (Probabilities), Defense=NONE2025.02 | 79.72 | |
| Graph TransformerAttack setup=A (Probabilities), Defense=NONE2025.02 | 79.53 | |
| Graph TransformerAttack setup=B (Embeddings), Defense=NONE2025.02 | 79.17 | |
| GraphSAGEAttack setup=B (Embeddings), Defense=NONE2025.02 | 78.14 | |
| GINAttack setup=B (Embeddings), Defense=NONE2025.02 | 75.67 | |
| GINAttack setup=A (Probabilities), Defense=NONE2025.02 | 75.37 | |
| GATAttack setup=C (Projections), Defense=NONE2025.02 | 72.39 | |
| Graph TransformerAttack setup=C (Projections), Defense=NONE2025.02 | 70.01 | |
| GraphSAGEAttack setup=C (Projections), Defense=NONE2025.02 | 62.98 | |
| GINAttack setup=C (Projections), Defense=NONE2025.02 | 61.98 | |
| GINAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 30.97 | |
| Graph TransformerAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 30.85 | |
| GATAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 30.57 | |
| Graph TransformerAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 24.67 | |
| GraphSAGEAttack setup=A (Probabilities), Defense=ADAGE2025.02 | 23.38 | |
| GINAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 22.36 | |
| GINAttack setup=C (Projections), Defense=ADAGE2025.02 | 19.13 | |
| GATAttack setup=C (Projections), Defense=ADAGE2025.02 | 17.25 | |
| Graph TransformerAttack setup=C (Projections), Defense=ADAGE2025.02 | 16.43 | |
| GraphSAGEAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 15.95 | |
| GATAttack setup=B (Embeddings), Defense=ADAGE2025.02 | 14.47 | |
| GraphSAGEAttack setup=C (Projections), Defense=ADAGE2025.02 | 13.66 |