Node Classification on ACM community c2 (Accuracy)
95.62AccuracyADAGE
Evaluation Results
| Method | Links | |
|---|---|---|
| ADAGEBackbone=GT, Attack setup=A (Probabilities), Defense=ADAGE2025.02 | 95.62 | |
| ADAGEBackbone=GT, Attack setup=B (Embeddings), Defense=ADAGE2025.02 | 95.49 | |
| ADAGEBackbone=GT, Attack setup=C (Projections), Defense=ADAGE2025.02 | 95.44 | |
| ADAGEBackbone=GraphSAGE, Attack setup=A (Probabilities), Defense=ADAGE2025.02 | 90.16 | |
| ADAGEBackbone=GAT, Attack setup=C (Projections), Defense=ADAGE2025.02 | 89.83 | |
| ADAGEBackbone=GraphSAGE, Attack setup=B (Embeddings), Defense=ADAGE2025.02 | 89.05 | |
| ADAGEBackbone=GraphSAGE, Attack setup=C (Projections), Defense=ADAGE2025.02 | 88.94 | |
| ADAGEBackbone=GAT, Attack setup=B (Embeddings), Defense=ADAGE2025.02 | 88.87 | |
| ADAGEBackbone=GIN, Attack setup=A (Probabilities), Defense=ADAGE2025.02 | 88.1 | |
| ADAGEBackbone=GAT, Attack setup=A (Probabilities), Defense=ADAGE2025.02 | 87.73 | |
| ADAGEBackbone=GIN, Attack setup=C (Projections), Defense=ADAGE2025.02 | 86.97 | |
| ADAGEBackbone=GIN, Attack setup=B (Embeddings), Defense=ADAGE2025.02 | 86.22 |