Membership Inference Defense Evaluation on CIFAR10
0.0176MIDPUT ConfidenceMemGuard
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MemGuardDefense=MemGuard2025.05 | 0.0176 | 0.0071 | 0.0086 | -0.0001 | 0.0125 | 0.011 | 0.0095 | |
| AdvRegDefense=AdvReg2025.05 | 0.0306 | 0.0049 | 0.0377 | -0.0041 | 0.0348 | 0.0399 | 0.024 | |
| SELENADefense=SELENA2025.05 | 0.0529 | 0.0806 | 0.084 | 0.0732 | 0.0623 | 0.086 | 0.0732 | |
| HAMPDefense=HAMP2025.05 | 0.0571 | 0.0627 | 0.0834 | 0.0544 | 0.0579 | 0.0833 | 0.0665 | |
| RelaxLossDefense=RelaxLoss2025.05 | 0.0584 | 0.035 | 0.0737 | 0.0207 | 0.0714 | 0.0762 | 0.0559 | |
| DynaNoiseDefense=DynaNoise2025.05 | 0.1043 | 0.0893 | 0.1266 | 0.0687 | 0.1048 | 0.127 | 0.1035 |