Model Stealing on NCI1
81.7AUCTarget
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TargetTarget Model=Trained from scratch2025.06 | 81.7 | — | — | |
| EGStealTarget Model=Trained from scratch2025.06 | 80.74 | 87.78 | 42.38 | |
| Target Model PerformanceTarget Model Architecture=GAT, Training Status=trained from scratch2025.06 | 79 | — | — | |
| GNNStealingTarget Model=Trained from scratch2025.06 | 77.42 | 80.41 | 18.62 | |
| EGStealTarget Model Architecture=GAT, Training Status=trained from scratch2025.06 | 76.01 | 88.37 | 37.76 | |
| EfficientGNNTarget Model=Trained from scratch2025.06 | 75.93 | 77.42 | 14.9 | |
| Target (Victim)Target Model Architecture=GCN, Training Strategy=Trained from scratch2025.06 | 74.68 | — | — | |
| GNNStealingTarget Model Architecture=GAT, Training Status=trained from scratch2025.06 | 74.68 | 84.48 | 10.65 | |
| MRMETarget Model=Trained from scratch2025.06 | 74.25 | 76.55 | 15.35 | |
| TSTarget Model=Trained from scratch2025.06 | 74.13 | 76.23 | 15.22 | |
| EfficientGNNTarget Model Architecture=GAT, Training Status=trained from scratch2025.06 | 74.13 | 84.53 | 15.26 | |
| MRMETarget Model Architecture=GAT, Training Status=trained from scratch2025.06 | 73.91 | 82.87 | 14.34 | |
| EGStealTarget Model Architecture=GCN, Training Strategy=Trained from scratch2025.06 | 73.64 | 85.89 | 37 | |
| TSTarget Model Architecture=GAT, Training Status=trained from scratch2025.06 | 73.62 | 82.77 | 14.15 | |
| MRMETarget Model Architecture=GCN, Training Strategy=Trained from scratch2025.06 | 73.23 | 85.89 | 10.77 | |
| TSTarget Model Architecture=GCN, Training Strategy=Trained from scratch2025.06 | 73.17 | 85.35 | 10.68 | |
| EfficientGNNTarget Model Architecture=GCN, Training Strategy=Trained from scratch2025.06 | 72.77 | 84.94 | 9.42 | |
| MEA-GNNTarget Model=Trained from scratch2025.06 | 72.29 | 78.71 | 11.37 | |
| MEA-GNNTarget Model Architecture=GAT, Training Status=trained from scratch2025.06 | 72.29 | 78.71 | 11.38 | |
| MEA-GNNTarget Model Architecture=GCN, Training Strategy=Trained from scratch2025.06 | 71.89 | 84.43 | 9.92 | |
| GNNStealingTarget Model Architecture=GCN, Training Strategy=Trained from scratch2025.06 | 71.87 | 83.87 | 10.4 | |
| DETTarget Model=Trained from scratch2025.06 | 71.49 | 71.31 | 9.6 | |
| STEALGNNTarget Model Architecture=GCN, Training Strategy=Trained from scratch2025.06 | 71.36 | 85.56 | 9.46 | |
| DETTarget Model Architecture=GCN, Training Strategy=Trained from scratch2025.06 | 70.88 | 80.44 | 6.17 | |
| STEALGNNTarget Model Architecture=GAT, Training Status=trained from scratch2025.06 | 70.55 | 79.76 | 12.49 | |
| STEALGNNTarget Model=Trained from scratch2025.06 | 69.07 | 66.27 | 8.82 | |
| DETTarget Model Architecture=GAT, Training Status=trained from scratch2025.06 | 66.59 | 74.38 | 10.27 |