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Membership Inference via Pairwise Likelihood Ratios

This story is from 2026-09-14. It is preserved in the archive; the latest stories are on the live feed.

arXiv:2609.12367v1 Announce Type: new Abstract: Membership inference attacks (MIAs) are the standard tool for auditing the privacy risks of machine learning models. Given a query point, an MIA aims to determine whether that point was used to train the target model. In practice, such inference must…

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  1. 2026-09-14 04:00 · arXiv stat.ML
    Membership Inference via Pairwise Likelihood Ratios

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