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ResearchFormerly WizWand

Membership Inference Attack Defense on Trivia-QA

0.491SPV AUCNo Defense

Evaluation results

Method	Links
No Defense2025.12		0.491	0.58	0.005	0.377	0.513	0.01	0.386	0.603	0.031	0.599	0.662	0.104	0.686	0.619	0.104	0.69	0.595	0.036	0.78	0.557	0.041	0.571	0.59	0.047
LLM HAMP2025.12		0.48	0.4	0	0.27	0.5	0.01	0.652	0.619	0.036	0.669	0.635	0.062	0.669	0.635	0.104	0.598	0.588	0.031	0.58	0.575	0.005	0.56	0.565	0.035
DP-Logits2025.12		0.48	0.65	0	0.27	0.5	0.03	0.68	0.637	0.042	0.669	0.635	0.062	0.667	0.635	0.104	0.598	0.586	0.021	0.577	0.567	0.005	0.563	0.601	0.038
EPD (Ours)2025.12		0.48	0.51	0	0.24	0.5	0	0.558	0.557	0.036	0.539	0.552	0.026	0.616	0.596	0.067	0.585	0.58	0.016	0.505	0.541	0.01	0.503	0.548	0.022