DCMI infers RAG database membership by subtracting the system's yes-probability on a perturbed query from the original query, cancelling the interference of non-member retrieved documents.
Membership inference attacks against ma- chine learning models via prediction sensitivity.IEEE Transactions on Dependable and Secure Computing, 20(3):2341–2347, 2022
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DCMI: A Differential Calibration Membership Inference Attack Against Retrieval-Augmented Generation
DCMI infers RAG database membership by subtracting the system's yes-probability on a perturbed query from the original query, cancelling the interference of non-member retrieved documents.