Node Classification on ACM (community c1)
95.35AccuracyADAGE
Evaluation Results
| Method | Links | |
|---|---|---|
| ADAGEBackbone=GT, Attack setup=C (Projections), Defense=ADAGE2025.02 | 95.35 | |
| ADAGEBackbone=GT, Attack setup=B (Embeddings), Defense=ADAGE2025.02 | 95.34 | |
| ADAGEBackbone=GT, Attack setup=A (Probabilities), Defense=ADAGE2025.02 | 94.42 | |
| ADAGEBackbone=GraphSAGE, Attack setup=A (Probabilities), Defense=ADAGE2025.02 | 89.74 | |
| ADAGEBackbone=GIN, Attack setup=B (Embeddings), Defense=ADAGE2025.02 | 89.61 | |
| ADAGEBackbone=GraphSAGE, Attack setup=C (Projections), Defense=ADAGE2025.02 | 89.1 | |
| ADAGEBackbone=GAT, Attack setup=A (Probabilities), Defense=ADAGE2025.02 | 88.69 | |
| ADAGEBackbone=GraphSAGE, Attack setup=B (Embeddings), Defense=ADAGE2025.02 | 88.37 | |
| ADAGEBackbone=GAT, Attack setup=B (Embeddings), Defense=ADAGE2025.02 | 87.94 | |
| ADAGEBackbone=GIN, Attack setup=C (Projections), Defense=ADAGE2025.02 | 86.83 | |
| ADAGEBackbone=GAT, Attack setup=C (Projections), Defense=ADAGE2025.02 | 86.59 | |
| ADAGEBackbone=GIN, Attack setup=A (Probabilities), Defense=ADAGE2025.02 | 84.24 |