Model Stealing on NCI109
80.2AUCTarget
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TargetTarget Model=Trained from scratch2025.06 | 80.2 | — | — | |
| EGStealTarget Model=Trained from scratch2025.06 | 78.08 | 85.99 | 35.58 | |
| GNNStealingTarget Model=Trained from scratch2025.06 | 75.22 | 76.7 | 14.93 | |
| EGStealTarget Model Architecture=GAT, Training Status=trained from scratch2025.06 | 74.56 | 85.99 | 30.5 | |
| Target Model PerformanceTarget Model Architecture=GAT, Training Status=trained from scratch2025.06 | 73.99 | — | — | |
| EfficientGNNTarget Model=Trained from scratch2025.06 | 73.94 | 76.51 | 13.91 | |
| MEA-GNNTarget Model Architecture=GAT, Training Status=trained from scratch2025.06 | 73.24 | 80 | 13.35 | |
| MRMETarget Model Architecture=GAT, Training Status=trained from scratch2025.06 | 73.21 | 82.16 | 10.92 | |
| EfficientGNNTarget Model Architecture=GAT, Training Status=trained from scratch2025.06 | 73.03 | 83.27 | 11.97 | |
| TSTarget Model Architecture=GAT, Training Status=trained from scratch2025.06 | 72.93 | 80.17 | 10.22 | |
| Target (Victim)Target Model Architecture=GCN, Training Strategy=Trained from scratch2025.06 | 72.66 | — | — | |
| EGStealTarget Model Architecture=GCN, Training Strategy=Trained from scratch2025.06 | 72.22 | 87.9 | 31.61 | |
| MRMETarget Model=Trained from scratch2025.06 | 72.16 | 75.73 | 13.71 | |
| STEALGNNTarget Model Architecture=GAT, Training Status=trained from scratch2025.06 | 71.83 | 80.12 | 12.37 | |
| DETTarget Model=Trained from scratch2025.06 | 71.19 | 70.08 | 8.29 | |
| TSTarget Model=Trained from scratch2025.06 | 71.13 | 74.4 | 12.91 | |
| TSTarget Model Architecture=GCN, Training Strategy=Trained from scratch2025.06 | 71.13 | 86.88 | 13.58 | |
| MEA-GNNTarget Model=Trained from scratch2025.06 | 71.11 | 69.02 | 9.56 | |
| MRMETarget Model Architecture=GCN, Training Strategy=Trained from scratch2025.06 | 71.11 | 87.05 | 13.73 | |
| MEA-GNNTarget Model Architecture=GCN, Training Strategy=Trained from scratch2025.06 | 70.76 | 88.41 | 16.75 | |
| GNNStealingTarget Model Architecture=GCN, Training Strategy=Trained from scratch2025.06 | 70.72 | 88.02 | 8.97 | |
| STEALGNNTarget Model=Trained from scratch2025.06 | 70.24 | 69.26 | 10.27 | |
| GNNStealingTarget Model Architecture=GAT, Training Status=trained from scratch2025.06 | 70.23 | 78.91 | 4.32 | |
| EfficientGNNTarget Model Architecture=GCN, Training Strategy=Trained from scratch2025.06 | 70.17 | 86.4 | 15.41 | |
| DETTarget Model Architecture=GAT, Training Status=trained from scratch2025.06 | 70.08 | 75.76 | 10.02 | |
| STEALGNNTarget Model Architecture=GCN, Training Strategy=Trained from scratch2025.06 | 69.56 | 87.47 | 13.86 | |
| DETTarget Model Architecture=GCN, Training Strategy=Trained from scratch2025.06 | 68.91 | 80.82 | 11.22 |