Gustavo de Carvalho Bertoli

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Eval Frameworks & Benchmarks (1)Red-Teaming & Adversarial Robustness (1)

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Apr 14, 2026

Gustavo de Carvalho BertoliApr 14, 2026

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

Even with differential privacy guarantees ($\epsilon=200$), federated learning models still leak membership information, as demonstrated by a novel stacking-based attack that outperforms existing methods.

Gustavo de Carvalho Bertoli

Eval Frameworks & Benchmarks Red-Teaming & Adversarial Robustness

Gustavo de Carvalho Bertoli

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Gustavo de Carvalho Bertoli

Research focus

Papers (1)