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ResearchFormerly WizWand

Defense against Membership Inference Attacks on CIFAR10

0.62Loss Series ScoreGradNoise

Evaluation results

Method	Links
GradNoise2026.01		0.62	0.6	0.56	0.57	0.59	0.63	86	0.57	0
None2026.01		0.61	0.6	0.56	0.62	0.56	0.6	88	0.63	75
GradSparse2026.01		0.61	0.6	0.55	0.61	0.55	0.59	90	0.63	2
GradSparse2026.01		0.61	0.61	0.57	0.64	0.58	0.6	86	0.61	2
GradNoise2026.01		0.6	0.57	0.57	0.54	0.54	0.59	71	0.57	-6
HAMP2026.01		0.59	0.58	0.64	0.61	0.52	0.56	86	0.61	-1
DPSGD2026.01		0.58	0.52	0.56	0.54	0.52	0.51	82	0.51	-9
DPSGD2026.01		0.57	0.52	0.64	0.54	0.52	0.52	81	0.58	-3
HAMP2026.01		0.57	0.56	0.7	0.58	0.53	0.56	91	0.63	1
RelaxLoss2026.01		0.57	0.51	0.58	0.54	0.52	0.54	84	0.56	-7
RelaxLoss2026.01		0.56	0.52	0.6	0.54	0.53	0.54	82	0.56	-1
CoFedMID2026.01		0.54	0.52	0.52	0.54	0.52	0.56	60	0.54	-3
CoFedMID2026.01		0.53	0.53	0.57	0.52	0.54	0.55	57	0.52	-1
Mixup2026.01		0.52	0.53	0.71	0.52	0.52	0.56	63	0.56	0
Mixup2026.01		0.52	0.52	0.68	0.52	0.53	0.54	65	0.55	-12