Jingguo Lan

Communication-Efficient Decentralized Optimization via Double-Communication Symmetric ADMM

This paper focuses on decentralized composite optimization over networks without a central coordinator. We propose a novel decentralized Symmetric ADMM algorithm that incorporates multiple communication rounds within each iteration, derived from a new constraint formulation that enables information…