CommunicationAccelerationofLocalGradient MethodsviaanAcceleratedPrimal-DualAlgorithm withInexactProx

Neural Information Processing Systems 

However, all known theoretical rates are worse than the rate of gradient descent, which synchronizes after every gradient step.

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