12 citations · 42 across the 8 of their papers we have counts for
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math.OC2022★ 3 cited
NPGA: A Unified Algorithmic Framework for Decentralized Constraint-Coupled Optimization
Jingwang Li, Housheng Su
This work focuses on a class of general decentralized constraint-coupled optimization problems. We propose a novel nested primal-dual gradient algorithm (NPGA), which can achieve l…
math.OC2022★ 3 cited
Gradient Tracking: A Unified Approach to Smooth Distributed Optimization
Jingwang Li, Housheng Su
In this work, we study the classical distributed optimization problem over digraphs, where the objective function is a sum of smooth local functions. Inspired by the implicit track…
math.OC2022★ 12 cited
Implicit Tracking-Based Distributed Constraint-Coupled Optimization
Jingwang Li, Housheng Su
A class of distributed optimization problem with a globally coupled equality constraint and local constrained sets is studied in this paper. For its special case where local constr…