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Linghui Su

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#machine learning Preprint Aug 2026

Beyond Non-IID: Learner--Client Distribution Mismatch in Federated Learning

This paper considers the practical setting where the learner keeps a small proxy dataset, and proposes a dynamic, influence-aware client selection framework that estimates each client's potential utility to the learner's optimization objective using proxy influence signals on a learner-specific proxy set.

Yiming Xie, Linghui Su, Ningfang Mi · 0 citations