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EXPERIMENTAL EV ALUA TION While the convergence of FedAvg under full-device participation has long been established [22], our experiments below reveal that the convergence behavior

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Convergence of Agnostic Federated Averaging

cs.LG · 2025-07-14 · conditional · novelty 5.0

Agnostic FedAvg converges at O(1/sqrt T) to the availability-weighted objective under unknown non-uniform client participation, for convex losses.

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  • Convergence of Agnostic Federated Averaging cs.LG · 2025-07-14 · conditional · none · ref 4

    Agnostic FedAvg converges at O(1/sqrt T) to the availability-weighted objective under unknown non-uniform client participation, for convex losses.