Detection of model-extraction attacks on CIFAR-10 Distributed 100 clients
100Detection RateFDINet
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| FDINetAttack=DisGUIDE, Target Model=VGG16-BN2026.06 | 100 | 100 | 53 | 64.4 | 78.4 | 71.2 | 98.8 | |
| FlowGuardAttack=DisGUIDE, Target Model=VGG16-BN2026.06 | 100 | 100 | 17 | 85 | 91.9 | 91.3 | 100 | |
| FlowGuardAttack=MAZE, Target Model=VGG16-BN2026.06 | 96.5 | 96.5 | 17 | 85 | 90.4 | 89.7 | 92.2 | |
| FDINetAttack=MAZE, Target Model=VGG16-BN2026.06 | 50 | 50 | 53 | 48.5 | 49.3 | 48.5 | 47.3 | |
| PRADAAttack=MAZE, Target Model=VGG16-BN2026.06 | 0 | 0 | 0 | 0 | 0 | 33.3 | 50 | |
| PRADAAttack=DisGUIDE, Target Model=VGG16-BN2026.06 | 0 | 0 | 0 | 0 | 0 | 33.3 | 50 |