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Membership Inference Attack Defense on Trivia-QA

0.491SPV AUC

No Defense

Updated 4d ago

Evaluation Results

Method	Links
No Defense 2025.12		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 HAMP 2025.12		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-Logits 2025.12		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