New Paper Derives Exact Stability Criterion for Outer Optimizers in Communication-Efficient Distributed Training

apsarathchandar · x · 2026-10-22

A new paper studies communication-efficient distributed training, where workers take several local steps before an outer optimizer (often with Nesterov momentum) applies their averaged update. The authors derive an exact mean-square stability criterion for this combination, answering when local-step training with momentum remains stable.

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