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Ze-Bin Yun

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#machine learning Preprint Sep 2026

Membership Inference via Pairwise Likelihood Ratios

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 rely on the statistical signals exposed by the model's outputs, such...

Sheng-Jie Niu, Ze-Bin Yun, Ye-Heng Ge et al. · 0 citations