2 papers
math.OC2025
Communication-Efficient Decentralized Optimization via Double-Communication Symmetric ADMM
Jinrui Huang, Xueqin Wang, Dong Liu +2
This paper focuses on decentralized composite optimization over networks without a central coordinator. We propose a novel decentralized symmetric ADMM algorithm that incorporates…
stat.ML2024
Minimax and Communication-Efficient Distributed Best Subset Selection with Oracle Property
Jingguo Lan, Hongmei Lin, Xueqin Wang
The explosion of large-scale data in fields such as finance, e-commerce, and social media has outstripped the processing capabilities of single-machine systems, driving the need fo…