Webround, each client independently runs ˝iiterations of local solver (e.g., SGD) starting from the current global model x(t;0) to optimize its own local objective. In our theoretical framework, we treat ˝ias an arbitrary scalar which can also vary across rounds.In practice, if clients run for the same local epochs E, then ˝i= bEni=Bc, where Bis the mini-batch

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