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Optimal client sampling for federated learning

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2025 1

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Biased Federated Learning under Wireless Heterogeneity

cs.LG · 2025-03-08 · unverdicted · novelty 6.0

Develops biased FL schemes for heterogeneous wireless networks, provides convergence bounds quantifying bias and variance effects, and optimizes the bias-variance trade-off using successive convex approximation.

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  • Biased Federated Learning under Wireless Heterogeneity cs.LG · 2025-03-08 · unverdicted · none · ref 27

    Develops biased FL schemes for heterogeneous wireless networks, provides convergence bounds quantifying bias and variance effects, and optimizes the bias-variance trade-off using successive convex approximation.