TacklingtheObjectiveInconsistencyProblem inHeterogeneousFederatedOptimization

Feb-8-2026, 11:46:12 GMT–Neural Information Processing Systems

Usinginsights fromthisanalysis, wepropose FedNova,anormalized averaging method that eliminates objective inconsistency while preserving fasterrorconvergence.

artificial intelligence, arxivpreprintarxiv, machine learning, (14 more...)

Neural Information Processing Systems

Feb-8-2026, 11:46:12 GMT

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