Model Stealing on AIDS
94.19AUCTarget
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TargetTarget Model=Trained from scratch2025.06 | 94.19 | — | — | |
| EGStealTarget Model=Trained from scratch2025.06 | 93.38 | 93.25 | 62.91 | |
| GNNStealingTarget Model=Trained from scratch2025.06 | 90.66 | 86.7 | 35.75 | |
| Target Model PerformanceTarget Model Architecture=GAT, Training Status=trained from scratch2025.06 | 89.89 | — | — | |
| MRMETarget Model=Trained from scratch2025.06 | 89.79 | 87.6 | 35.67 | |
| TSTarget Model=Trained from scratch2025.06 | 89.77 | 87.65 | 35.6 | |
| EfficientGNNTarget Model=Trained from scratch2025.06 | 89.34 | 87 | 36.6 | |
| EGStealTarget Model Architecture=GAT, Training Status=trained from scratch2025.06 | 88.77 | 88.05 | 46.52 | |
| EfficientGNNTarget Model Architecture=GAT, Training Status=trained from scratch2025.06 | 88.23 | 86.9 | 13.77 | |
| MEA-GNNTarget Model=Trained from scratch2025.06 | 88.15 | 88.25 | 23.97 | |
| MRMETarget Model Architecture=GAT, Training Status=trained from scratch2025.06 | 88.15 | 86.2 | 13.4 | |
| TSTarget Model Architecture=GAT, Training Status=trained from scratch2025.06 | 88.05 | 86.4 | 13.41 | |
| Target (Victim)Target Model Architecture=GCN, Training Strategy=Trained from scratch2025.06 | 87.96 | — | — | |
| GNNStealingTarget Model Architecture=GAT, Training Status=trained from scratch2025.06 | 86.69 | 85.5 | 15.54 | |
| MEA-GNNTarget Model Architecture=GAT, Training Status=trained from scratch2025.06 | 85.51 | 85.4 | 20.11 | |
| DETTarget Model=Trained from scratch2025.06 | 85.49 | 83.95 | 13.31 | |
| DETTarget Model Architecture=GCN, Training Strategy=Trained from scratch2025.06 | 85.49 | 83.95 | 13.31 | |
| DETTarget Model Architecture=GAT, Training Status=trained from scratch2025.06 | 85.49 | 83.95 | 13.31 | |
| STEALGNNTarget Model Architecture=GAT, Training Status=trained from scratch2025.06 | 85.12 | 82.91 | 14.52 | |
| EGStealTarget Model Architecture=GCN, Training Strategy=Trained from scratch2025.06 | 84.53 | 92.2 | 53.82 | |
| STEALGNNTarget Model=Trained from scratch2025.06 | 84.17 | 79.7 | 30.68 | |
| STEALGNNTarget Model Architecture=GCN, Training Strategy=Trained from scratch2025.06 | 83.02 | 89.99 | 26.82 | |
| GNNStealingTarget Model Architecture=GCN, Training Strategy=Trained from scratch2025.06 | 80.24 | 90.4 | 12.57 | |
| MEA-GNNTarget Model Architecture=GCN, Training Strategy=Trained from scratch2025.06 | 80.04 | 92.2 | 19.17 | |
| MRMETarget Model Architecture=GCN, Training Strategy=Trained from scratch2025.06 | 79.01 | 92.65 | 11.38 | |
| TSTarget Model Architecture=GCN, Training Strategy=Trained from scratch2025.06 | 78.86 | 91.6 | 11.15 | |
| EfficientGNNTarget Model Architecture=GCN, Training Strategy=Trained from scratch2025.06 | 78.44 | 92.95 | 12.6 |