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Membership Inference Attack Defense on Trivia-QA (test)

0.55SPV AUC

No Defense

Updated 4d ago

Evaluation Results

Method	Links
No Defense 2025.12		0.55	0.72	0	0.452	0.508	0.01	0.753	0.697	0.212	0.763	0.707	0.135	0.719	0.674	0.093	0.692	0.655	0.047	0.78	0.731	0.083	0.673	0.67	0.083
LLM HAMP 2025.12		0.48	0.4	0	0.239	0.503	0.005	0.718	0.692	0.057	0.674	0.637	0.083	0.673	0.635	0.078	0.565	0.554	0.031	0.495	0.521	0.021	0.549	0.563	0.039
DP-Logits 2025.12		0.48	0.65	0	0.239	0.5	0.03	0.7	0.663	0.119	0.674	0.637	0.083	0.673	0.64	0.078	0.565	0.557	0.031	0.497	0.533	0.026	0.547	0.597	0.052
EPD 2025.12		0.48	0.51	0	0.23	0.5	0	0.613	0.593	0.01	0.601	0.58	0.021	0.646	0.614	0.026	0.589	0.573	0.026	0.519	0.55	0.017	0.525	0.56	0.014