OnConvergenceofFedProx: LocalDissimilarity InvariantBounds, Non-smoothnessandBeyond

Neural Information Processing Systems 

Several popularly used FL algorithms for this setting includeFedAvg (McMahan et al., 2017), FedProx(Lietal.,2020b), We analyze its convergence behavior, expose problems, andpropose alternativesmore suitable forscaling upandgeneralization.

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