Node Classification on DBLP G (test)
94.72AccuracyGraph Transformer
Evaluation results
| Method | Links | |
|---|---|---|
| Graph TransformerDefense=N/A, User role=N/A2025.02 | 94.72 | |
| Graph TransformerAttack setup=C (Projections), Defense=NONE, User role=Attacker2025.02 | 81.94 | |
| Graph TransformerAttack setup=B (Embeddings), Defense=NONE, User role=Attacker2025.02 | 81.89 | |
| GraphSAGEDefense=N/A, User role=N/A2025.02 | 77.82 | |
| GINDefense=N/A, User role=N/A2025.02 | 77.7 | |
| GATDefense=N/A, User role=N/A2025.02 | 76.29 | |
| GraphSAGEAttack setup=A (Probabilities), Defense=NONE, User role=Attacker2025.02 | 76.04 | |
| GATAttack setup=B (Embeddings), Defense=NONE, User role=Attacker2025.02 | 75.87 | |
| GraphSAGEAttack setup=B (Embeddings), Defense=NONE, User role=Attacker2025.02 | 74.75 | |
| GATAttack setup=A (Probabilities), Defense=NONE, User role=Attacker2025.02 | 74.07 | |
| Graph TransformerAttack setup=A (Probabilities), Defense=NONE, User role=Attacker2025.02 | 73.89 | |
| GraphSAGEAttack setup=C (Projections), Defense=NONE, User role=Attacker2025.02 | 71.83 | |
| GINAttack setup=A (Probabilities), Defense=NONE, User role=Attacker2025.02 | 71.38 | |
| GINAttack setup=B (Embeddings), Defense=NONE, User role=Attacker2025.02 | 70.5 | |
| GATAttack setup=C (Projections), Defense=NONE, User role=Attacker2025.02 | 68.12 | |
| GINAttack setup=C (Projections), Defense=NONE, User role=Attacker2025.02 | 66.72 | |
| GINAttack setup=A (Probabilities), Defense=ADAGE, User role=Attacker2025.02 | 39.87 | |
| GINAttack setup=C (Projections), Defense=ADAGE, User role=Attacker2025.02 | 36.09 | |
| Graph TransformerAttack setup=C (Projections), Defense=ADAGE, User role=Attacker2025.02 | 35.31 | |
| Graph TransformerAttack setup=B (Embeddings), Defense=ADAGE, User role=Attacker2025.02 | 32.97 | |
| GraphSAGEAttack setup=C (Projections), Defense=ADAGE, User role=Attacker2025.02 | 29.07 | |
| GATAttack setup=A (Probabilities), Defense=ADAGE, User role=Attacker2025.02 | 28.37 | |
| GINAttack setup=B (Embeddings), Defense=ADAGE, User role=Attacker2025.02 | 26.87 | |
| GATAttack setup=C (Projections), Defense=ADAGE, User role=Attacker2025.02 | 25.42 | |
| Graph TransformerAttack setup=A (Probabilities), Defense=ADAGE, User role=Attacker2025.02 | 24.9 | |
| GATAttack setup=B (Embeddings), Defense=ADAGE, User role=Attacker2025.02 | 22.51 | |
| GraphSAGEAttack setup=A (Probabilities), Defense=ADAGE, User role=Attacker2025.02 | 18.71 | |
| GraphSAGEAttack setup=B (Embeddings), Defense=ADAGE, User role=Attacker2025.02 | 15.85 |