IDEAL: InexactDEcentralizedAccelerated AugmentedLagrangianMethod

Neural Information Processing Systems 

Perhaps surprisingly, when the stepsizes are constant, simply averaging over the local iterates via the mixing matrix only converges to a neighborhood of the optimum [47,58].