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math.OC2026
Distributed and Decentralized Optimization Algorithms via Consensus ALADIN
Xu Du, Jingzhe Wang, Karl H. Johansson +1
Distributed optimization has found widespread applications in smart grids, optimal control, and machine learning. This paper studies distributed consensus optimization. We extend t…
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…