Node Classification on ACM community c3
95.69AccuracyADAGE
Evaluation Results
| Method | Links | |
|---|---|---|
| ADAGEBackbone=GT, Attack setup=B (Embeddings), Defense=ADAGE2025.02 | 95.69 | |
| ADAGEBackbone=GT, Attack setup=A (Probabilities), Defense=ADAGE2025.02 | 95.6 | |
| ADAGEBackbone=GT, Attack setup=C (Projections), Defense=ADAGE2025.02 | 95.11 | |
| ADAGEBackbone=GAT, Attack setup=C (Projections), Defense=ADAGE2025.02 | 89.19 | |
| ADAGEBackbone=GraphSAGE, Attack setup=B (Embeddings), Defense=ADAGE2025.02 | 89.18 | |
| ADAGEBackbone=GraphSAGE, Attack setup=A (Probabilities), Defense=ADAGE2025.02 | 88.56 | |
| ADAGEBackbone=GraphSAGE, Attack setup=C (Projections), Defense=ADAGE2025.02 | 88.55 | |
| ADAGEBackbone=GAT, Attack setup=A (Probabilities), Defense=ADAGE2025.02 | 87.34 | |
| ADAGEBackbone=GAT, Attack setup=B (Embeddings), Defense=ADAGE2025.02 | 87.32 | |
| ADAGEBackbone=GIN, Attack setup=B (Embeddings), Defense=ADAGE2025.02 | 87.19 | |
| ADAGEBackbone=GIN, Attack setup=A (Probabilities), Defense=ADAGE2025.02 | 85.68 | |
| ADAGEBackbone=GIN, Attack setup=C (Projections), Defense=ADAGE2025.02 | 84.9 |