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Federated Nonparametric Regression with Heterogeneous Clients

arXiv:2610.32178v1 Announce Type: new Abstract: Whether a federated predictor benefits an individual client depends on both population heterogeneity and estimation uncertainty. We study this question for Nadaraya--Watson regression in a triangular array with potentially different fitting and evalua…

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  1. 2026-10-26 04:00 · arXiv stat.ML
    Federated Nonparametric Regression with Heterogeneous Clients

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