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Nirupam Gupta

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#machine learning Preprint Sep 2026

Byzantine-Robust Federated Representation Learning

We study federated learning (FL) with adversarial clients, where the goal is to minimize the average loss of the honest (non-adversarial) clients without knowing their identity. Under heterogeneity, a single shared model parameter is statistically inappropriate: it cannot capture the distinct data-generating processes...

L. F. Toso, James Anderson, Rafael Pinot et al. · 0 citations

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