Membership Inference Attack Defense on CIFAR10 (test)
0.7422Model ScoreHAMP
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| HAMPDefense=HAMP2025.05 | 0.7422 | 0.5 | 0.5 | 0.5 | 0.5 | 0.5 | 0.5 | |
| AdvRegDefense=AdvReg2025.05 | 0.7573 | 0.5516 | 0.5829 | 0.5708 | 0.5836 | 0.5482 | 0.5686 | |
| SELENADefense=SELENA2025.05 | 0.7674 | 0.5394 | 0.5173 | 0.5346 | 0.5164 | 0.5309 | 0.5326 | |
| DynaNoiseDefense=DynaNoise2025.05 | 0.7807 | 0.5014 | 0.5219 | 0.5053 | 0.5342 | 0.5016 | 0.5049 | |
| NoneDefense=None2025.05 | 0.7875 | 0.6124 | 0.618 | 0.6387 | 0.6097 | 0.6132 | 0.6386 | |
| MemGuardDefense=MemGuard2025.05 | 0.7875 | 0.5948 | 0.6109 | 0.6122 | 0.5893 | 0.5814 | 0.6156 | |
| RelaxLossDefense=RelaxLoss2025.05 | 0.789 | 0.5555 | 0.5845 | 0.5665 | 0.5905 | 0.5433 | 0.5639 |