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Chiara Jappelli

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Jul 2026

FuGuard: Client-Level Federated Unlearning via Generative Surrogates and Optimal Transport.

FuGuard is proposed, a dual-strategy federated unlearning framework, designed for efficient and ideal client-level data removal that combines the generative surrogate, which approximates the contribution of the target client, with optimal transport regularization that softly constrains model parameter drift during unlearning.

Pian Qi, Daniela Annunziata, Chiara Jappelli et al. · 0 citations