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math.OC2026
A Unifying Primal-Dual Proximal Framework for Distributed Nonconvex Optimization
Zichong Ou, Jie Lu
We consider distributed nonconvex optimization over an undirected network, where each node privately possesses its local objective and communicates exclusively with its neighboring…
math.OC2026
Robust Distributed Nonconvex Optimization Enabling Communication Acceleration and Privacy Protection
Zichong Ou, Jie Lu
This paper addresses a distributed nonconvex optimization problem over multi-agent networks, where each agent exchanges its local information solely with its neighbors. Given that…