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We show that the averaged consensus algorithm on directed graphs withunreliable communications by Bof-Carli-Schenato has a dual optimizationinterpretation, which could be extended to the case of distributedoptimization. We report on our numerical simulations for the distributedoptimization algorithm for smooth and nonsmooth functions.

A dual ascent algorithm for asynchronous distributed optimization with unreliable directed communications