Membership Inference Defense Evaluation on CIFAR10 benchmark leaderboard · SOTA2 Research

Membership Inference Defense Evaluation on CIFAR10

0.0176MIDPUT ConfidenceMemGuard

Evaluation Results

Method	Links
MemGuard2025.05		0.0176	0.0071	0.0086	-0.0001	0.0125	0.011	0.0095
AdvReg2025.05		0.0306	0.0049	0.0377	-0.0041	0.0348	0.0399	0.024
SELENA2025.05		0.0529	0.0806	0.084	0.0732	0.0623	0.086	0.0732
HAMP2025.05		0.0571	0.0627	0.0834	0.0544	0.0579	0.0833	0.0665
RelaxLoss2025.05		0.0584	0.035	0.0737	0.0207	0.0714	0.0762	0.0559
DynaNoise2025.05		0.1043	0.0893	0.1266	0.0687	0.1048	0.127	0.1035