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ResearchFormerly WizWand

Membership Inference Attack Defense on ImageNet-10 (test)

0.7962Model ScoreDynaNoise

Evaluation results

Method	Links
DynaNoise2025.05		0.7962	0.5316	0.5944	0.5549	0.5598	0.5139	0.5543
None2025.05		0.7958	0.5824	0.6003	0.5817	0.5721	0.5357	0.5855
MemGuard2025.05		0.7958	0.58	0.6016	0.5817	0.5721	0.5333	0.5831
RelaxLoss2025.05		0.7646	0.5203	0.546	0.5416	0.5436	0.5196	0.5395
AdvReg2025.05		0.7315	0.5244	0.5371	0.5426	0.5381	0.5312	0.5429
SELENA2025.05		0.6804	0.4952	0.501	0.5055	0.5034	0.5175	0.4993
HAMP2025.05		0.6588	0.5	0.5	0.5	0.5045	0.5	0.5003