Author name: Gustavo de Carvalho Bertoli

Evaluating Differential Privacy Against Membership Inference in Federated Learning: Insights from the NIST Genomics Red Team Challenge

Gustavo de Carvalho Bertoli / April 16, 2026

arXiv:2604.12737v2 Announce Type: replace-cross
Abstract: While Federated Learning (FL) mitigates direct data exposure, the resulting trained models remain susceptible to membership inference attacks (MIAs). This paper presents an empirical evaluation…

cs.CR, cs.LG

Evaluating Differential Privacy Against Membership Inference in Federated Learning: Insights from the NIST Genomics Red Team Challenge

Gustavo de Carvalho Bertoli / April 15, 2026

arXiv:2604.12737v1 Announce Type: cross
Abstract: While Federated Learning (FL) mitigates direct data exposure, the resulting trained models remain susceptible to membership inference attacks (MIAs). This paper presents an empirical evaluation of Diff…