Node Classification on DBLP community c1
93.35AccuracyGraph Transformer
Evaluation Results
| Method | Links | |
|---|---|---|
| Graph TransformerAttack setup=C (Projections), Defense=ADAGE, User role=Downstream Task 12025.02 | 93.35 | |
| Graph TransformerAttack setup=B (Embeddings), Defense=ADAGE, User role=Downstream Task 12025.02 | 93.34 | |
| Graph TransformerAttack setup=A (Probabilities), Defense=ADAGE, User role=Downstream Task 12025.02 | 92.42 | |
| GINAttack setup=B (Embeddings), Defense=ADAGE, User role=Downstream Task 12025.02 | 78.71 | |
| GraphSAGEAttack setup=A (Probabilities), Defense=ADAGE, User role=Downstream Task 12025.02 | 76.25 | |
| GINAttack setup=C (Projections), Defense=ADAGE, User role=Downstream Task 12025.02 | 76.23 | |
| GraphSAGEAttack setup=C (Projections), Defense=ADAGE, User role=Downstream Task 12025.02 | 76.17 | |
| GATAttack setup=B (Embeddings), Defense=ADAGE, User role=Downstream Task 12025.02 | 75.6 | |
| GATAttack setup=A (Probabilities), Defense=ADAGE, User role=Downstream Task 12025.02 | 75.52 | |
| GraphSAGEAttack setup=B (Embeddings), Defense=ADAGE, User role=Downstream Task 12025.02 | 74.25 | |
| GINAttack setup=A (Probabilities), Defense=ADAGE, User role=Downstream Task 12025.02 | 73.64 | |
| GATAttack setup=C (Projections), Defense=ADAGE, User role=Downstream Task 12025.02 | 72.84 |