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most citedThe Limits and Potentials of Local SGD for Distributed Heterogeneous Learning with Intermittent Communication

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cs.LG2026★ 1 cited

The Limits and Potentials of Local SGD for Distributed Heterogeneous Learning with Intermittent Communication

Kumar Kshitij Patel, Margalit Glasgow, Ali Zindari +5

The paper analyzes the theoretical limits of Local SGD for distributed learning with heterogeneous data, showing existing heterogeneity assumptions are insufficient for proving its…