22 citations · 26 across the 7 of their papers we have counts for
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math.OC2022
BALPA: A Balanced Primal-Dual Algorithm for Nonsmooth Optimization with Application to Distributed Optimization
Luyao Guo, Jinde Cao, Xinli Shi +1
In this paper, we propose a novel primal-dual proximal splitting algorithm (PD-PSA), named BALPA, for the composite optimization problem with equality constraints, where the loss f…
math.OC2022★ 3 cited
Differentially Private Decentralized Optimization with Relay Communication
Luqing Wang, Luyao Guo, Shaofu Yang +1
Security concerns in large-scale networked environments are becoming increasingly critical. To further improve the algorithm security from the design perspective of decentralized o…
math.OC2022
DISA: A Dual Inexact Splitting Algorithm for Distributed Convex Composite Optimization
Luyao Guo, Xinli Shi, Shaofu Yang +1
In this paper, we propose a novel Dual Inexact Splitting Algorithm (DISA) for distributed convex composite optimization problems, where the local loss function consists of a smooth…