Node Classification on DBLP community c3
93.69AccuracyGraph Transformer
Evaluation Results
| Method | Links | |
|---|---|---|
| Graph TransformerAttack setup=B (Embeddings), Defense=ADAGE, User role=Downstream Task 32025.02 | 93.69 | |
| Graph TransformerAttack setup=A (Probabilities), Defense=ADAGE, User role=Downstream Task 32025.02 | 93.6 | |
| Graph TransformerAttack setup=C (Projections), Defense=ADAGE, User role=Downstream Task 32025.02 | 93.11 | |
| GraphSAGEAttack setup=B (Embeddings), Defense=ADAGE, User role=Downstream Task 32025.02 | 77.23 | |
| GINAttack setup=B (Embeddings), Defense=ADAGE, User role=Downstream Task 32025.02 | 76.28 | |
| GATAttack setup=B (Embeddings), Defense=ADAGE, User role=Downstream Task 32025.02 | 75.65 | |
| GraphSAGEAttack setup=A (Probabilities), Defense=ADAGE, User role=Downstream Task 32025.02 | 75.63 | |
| GraphSAGEAttack setup=C (Projections), Defense=ADAGE, User role=Downstream Task 32025.02 | 75.62 | |
| GATAttack setup=C (Projections), Defense=ADAGE, User role=Downstream Task 32025.02 | 75.44 | |
| GINAttack setup=A (Probabilities), Defense=ADAGE, User role=Downstream Task 32025.02 | 75.09 | |
| GINAttack setup=C (Projections), Defense=ADAGE, User role=Downstream Task 32025.02 | 74.3 | |
| GATAttack setup=A (Probabilities), Defense=ADAGE, User role=Downstream Task 32025.02 | 73.59 |