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math.OC2023
A Bi-level Globalization Strategy for Non-convex Consensus ADMM and ALADIN
Xu Du, Jingzhe Wang, Xiaohua Zhou +1
In this paper, we formally analyze global convergence in the realm of distributed consensus optimization. Current solutions have explored such analysis, particularly focusing on co…
math.OC2023
Consensus ALADIN: A Framework for Distributed Optimization and Its Application in Federated Learning
Xu Du, Jingzhe Wang
This paper investigates algorithms for solving distributed consensus optimization problems that are non-convex. Since Typical ALADIN (Typical Augmented Lagrangian based Alternating…