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math.OC2025
Distributed Nonconvex Optimization with Double Privacy Protection and Exact Convergence
Zichong Ou, Dandan Wang, Zixuan Liu +1
Motivated by the pervasive lack of privacy protection in existing distributed nonconvex optimization methods, this paper proposes a decentralized proximal primal-dual algorithm ena…
math.OC2025
A Unified Dual Consensus Approach to Distributed Optimization with Globally-Coupled Constraints
Zixuan Liu, Xuyang Wu, Dandan Wang +1
This article explores distributed convex optimization with globally-coupled constraints, where the objective function is a general nonsmooth convex function, the constraints includ…