Model Stealing on ACM G (test)
88.53AccuracyGAT (No Defense)
Evaluation results
| Method | Links | |
|---|---|---|
| GAT (No Defense)Backbone=GAT, Attack setup=A (Probabilities), Defense=NONE2025.02 | 88.53 | |
| GT (No Defense)Backbone=GT, Attack setup=A (Probabilities), Defense=NONE2025.02 | 88.3 | |
| GT (No Defense)Backbone=GT, Attack setup=C (Projections), Defense=NONE2025.02 | 88.27 | |
| GraphSAGE (No Defense)Backbone=GraphSAGE, Attack setup=A (Probabilities), Defense=NONE2025.02 | 88.14 | |
| GAT (No Defense)Backbone=GAT, Attack setup=C (Projections), Defense=NONE2025.02 | 87.28 | |
| GAT (No Defense)Backbone=GAT, Attack setup=B (Embeddings), Defense=NONE2025.02 | 87.26 | |
| GraphSAGE (No Defense)Backbone=GraphSAGE, Attack setup=B (Embeddings), Defense=NONE2025.02 | 86.67 | |
| GIN (No Defense)Backbone=GIN, Attack setup=A (Probabilities), Defense=NONE2025.02 | 85.46 | |
| GIN (No Defense)Backbone=GIN, Attack setup=B (Embeddings), Defense=NONE2025.02 | 85 | |
| GIN (No Defense)Backbone=GIN, Attack setup=C (Projections), Defense=NONE2025.02 | 84.14 | |
| GraphSAGE (No Defense)Backbone=GraphSAGE, Attack setup=C (Projections), Defense=NONE2025.02 | 83.67 | |
| GT (No Defense)Backbone=GT, Attack setup=B (Embeddings), Defense=NONE2025.02 | 78.67 | |
| ADAGEBackbone=GAT, Attack setup=A (Probabilities), Defense=ADAGE2025.02 | 36.9 | |
| ADAGEBackbone=GAT, Attack setup=C (Projections), Defense=ADAGE2025.02 | 36.12 | |
| ADAGEBackbone=GT, Attack setup=A (Probabilities), Defense=ADAGE2025.02 | 32.27 | |
| ADAGEBackbone=GAT, Attack setup=B (Embeddings), Defense=ADAGE2025.02 | 31.96 | |
| ADAGEBackbone=GT, Attack setup=B (Embeddings), Defense=ADAGE2025.02 | 31.78 | |
| ADAGEBackbone=GraphSAGE, Attack setup=A (Probabilities), Defense=ADAGE2025.02 | 31.12 | |
| ADAGEBackbone=GIN, Attack setup=A (Probabilities), Defense=ADAGE2025.02 | 30.45 | |
| ADAGEBackbone=GraphSAGE, Attack setup=B (Embeddings), Defense=ADAGE2025.02 | 28.55 | |
| ADAGEBackbone=GIN, Attack setup=B (Embeddings), Defense=ADAGE2025.02 | 26.07 | |
| ADAGEBackbone=GraphSAGE, Attack setup=C (Projections), Defense=ADAGE2025.02 | 25.19 | |
| ADAGEBackbone=GT, Attack setup=C (Projections), Defense=ADAGE2025.02 | 25.16 | |
| ADAGEBackbone=GIN, Attack setup=C (Projections), Defense=ADAGE2025.02 | 22.51 |