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Membership Inference on Synthetic Single-Cell Genomic Data

Membership inference attacks successfully identify training donors in synthetic single-cell RNA-seq data, revealing that leading generation methods inadequately protect privacy and leak more as donor counts drop.

Steven Golob, Patrick McKeever, Sikha Pentyala, Martine De Cock and 1 more

Paris Poster Session 2, Wed, Dec 9, 5:00 PM–7:00 PM, Paris Poster Hall · Published 2026

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AI panel: 13 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 1/5