Node Classification on DBLP community c2
93.62AccuracyGraph Transformer
Evaluation Results
| Method | Links | |
|---|---|---|
| Graph TransformerAttack setup=A (Probabilities), Defense=ADAGE, User role=Downstream Task 22025.02 | 93.62 | |
| Graph TransformerAttack setup=B (Embeddings), Defense=ADAGE, User role=Downstream Task 22025.02 | 93.48 | |
| Graph TransformerAttack setup=C (Projections), Defense=ADAGE, User role=Downstream Task 22025.02 | 93.44 | |
| GraphSAGEAttack setup=A (Probabilities), Defense=ADAGE, User role=Downstream Task 22025.02 | 77.24 | |
| GINAttack setup=A (Probabilities), Defense=ADAGE, User role=Downstream Task 22025.02 | 76.8 | |
| GraphSAGEAttack setup=B (Embeddings), Defense=ADAGE, User role=Downstream Task 22025.02 | 76.67 | |
| GINAttack setup=C (Projections), Defense=ADAGE, User role=Downstream Task 22025.02 | 76.37 | |
| GATAttack setup=C (Projections), Defense=ADAGE, User role=Downstream Task 22025.02 | 76.08 | |
| GraphSAGEAttack setup=C (Projections), Defense=ADAGE, User role=Downstream Task 22025.02 | 76.01 | |
| GINAttack setup=B (Embeddings), Defense=ADAGE, User role=Downstream Task 22025.02 | 75.71 | |
| GATAttack setup=B (Embeddings), Defense=ADAGE, User role=Downstream Task 22025.02 | 74.23 | |
| GATAttack setup=A (Probabilities), Defense=ADAGE, User role=Downstream Task 22025.02 | 73.98 |