Graph Model Stealing on Tox21
83.69AUCTarget
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TargetTarget Model=Pre-trained (ContextPred)2025.06 | 83.69 | — | — | |
| EGStealQuery Budget=30%, Target Model=Pre-trained (ContextPred)2025.06 | 76.3 | 88.53 | 45.01 | |
| TSQuery Budget=30%, Target Model=Pre-trained (ContextPred)2025.06 | 75.57 | 86.22 | 4.15 | |
| MRMEQuery Budget=30%, Target Model=Pre-trained (ContextPred)2025.06 | 75.16 | 86.87 | 10.52 | |
| GNNStealingQuery Budget=30%, Target Model=Pre-trained (ContextPred)2025.06 | 75.06 | 89.28 | 11.95 | |
| EfficientGNNQuery Budget=30%, Target Model=Pre-trained (ContextPred)2025.06 | 74.47 | 81.8 | 2.75 | |
| DETQuery Budget=30%, Target Model=Pre-trained (ContextPred)2025.06 | 71.46 | 89.26 | -21.19 | |
| STEALGNNQuery Budget=30%, Target Model=Pre-trained (ContextPred)2025.06 | 71.44 | 89.39 | 19.53 | |
| MEA-GNNQuery Budget=30%, Target Model=Pre-trained (ContextPred)2025.06 | 70.17 | 84.95 | -4.04 |