Node Classification on Coauthor (Gtest)
99.58AccuracyGraph Transformer
Evaluation Results
| Method | Links | |
|---|---|---|
| Graph TransformerUser=N/A, Defense=N/A2025.02 | 99.58 | |
| GraphSAGEUser=N/A, Defense=N/A2025.02 | 94.27 | |
| GATUser=N/A, Defense=N/A2025.02 | 94.21 | |
| GraphSAGEAttack setup=Embeddings, User=Attacker, Defense=NONE2025.02 | 94.07 | |
| GraphSAGEAttack setup=Probabilities, User=Attacker, Defense=NONE2025.02 | 93.82 | |
| GATAttack setup=Embeddings, User=Attacker, Defense=NONE2025.02 | 93.75 | |
| Graph TransformerAttack setup=Embeddings, User=Attacker, Defense=NONE2025.02 | 93.32 | |
| Graph TransformerAttack setup=Probabilities, User=Attacker, Defense=NONE2025.02 | 93.17 | |
| GINAttack setup=Probabilities, User=Attacker, Defense=NONE2025.02 | 92.88 | |
| GATAttack setup=Probabilities, User=Attacker, Defense=NONE2025.02 | 92.82 | |
| GINUser=N/A, Defense=N/A2025.02 | 92.7 | |
| GINAttack setup=Embeddings, User=Attacker, Defense=NONE2025.02 | 92.14 | |
| GraphSAGEAttack setup=Projections, User=Attacker, Defense=NONE2025.02 | 89.96 | |
| Graph TransformerAttack setup=Projections, User=Attacker, Defense=NONE2025.02 | 88.45 | |
| GINAttack setup=Projections, User=Attacker, Defense=NONE2025.02 | 87.97 | |
| GATAttack setup=Projections, User=Attacker, Defense=NONE2025.02 | 87.41 | |
| Graph TransformerAttack setup=Probabilities, User=Attacker, Defense=ADAGE2025.02 | 57.26 | |
| GATAttack setup=Probabilities, User=Attacker, Defense=ADAGE2025.02 | 55.2 | |
| GINAttack setup=Probabilities, User=Attacker, Defense=ADAGE2025.02 | 52.76 | |
| Graph TransformerAttack setup=Projections, User=Attacker, Defense=ADAGE2025.02 | 52.49 | |
| Graph TransformerAttack setup=Embeddings, User=Attacker, Defense=ADAGE2025.02 | 51.99 | |
| GINAttack setup=Projections, User=Attacker, Defense=ADAGE2025.02 | 51.37 | |
| GraphSAGEAttack setup=Probabilities, User=Attacker, Defense=ADAGE2025.02 | 51.3 | |
| GraphSAGEAttack setup=Projections, User=Attacker, Defense=ADAGE2025.02 | 51.17 | |
| GINAttack setup=Embeddings, User=Attacker, Defense=ADAGE2025.02 | 44.49 | |
| GATAttack setup=Projections, User=Attacker, Defense=ADAGE2025.02 | 40.49 | |
| GATAttack setup=Embeddings, User=Attacker, Defense=ADAGE2025.02 | 39.36 | |
| GraphSAGEAttack setup=Embeddings, User=Attacker, Defense=ADAGE2025.02 | 24.01 |