Shuqiang Huang
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126
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Crypto×1AI×1
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2026
E-MIA: Exam-Style Black-Box Membership Inference Attacks against RAG Systems
E-MIA introduces a novel, stealthy black-box membership inference attack that converts verifiable hard evidence within a candidate document into an objective, multi-part exam score to determine if the document was ingested into a RAG knowledge base.
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Papers
cs.CRcs.AIRecentMay 1, 2026
E-MIA: Exam-Style Black-Box Membership Inference Attacks against RAG Systems
Zelin Guan, Shengda Zhuo, Zeyan Li, Jinchun He +3 more
E-MIA introduces a novel, stealthy black-box membership inference attack that converts verifiable hard evidence within a candidate document into an objective, multi-part exam score to determine if the…
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