Luo Luo

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math.OC2026

Decentralized Nonsmooth Nonconvex Optimization with Client-Data Sampling

Cheng Chen, Xinyan Chen, Weiguo Gao +1

This paper studies decentralized nonsmooth nonconvex optimization with Lipschitz-continuous local functions. We propose an efficient stochastic first-order method with a novel clie…

math.OC2025

Decentralized Stochastic Nonconvex Optimization under the $(L_{0}, L_{1})$ -Smoothness

Luo Luo, Xue Cui, Tingkai Jia +1

This paper focuses on the decentralized stochastic optimization problem $f (x) = \frac{1}{m} \sum_{i = 1}^{m} f_{i} (x)$ over a connected network of $n$ agents, where each l…

Decentralized Nonsmooth Nonconvex Optimization with Client-Data Sampling

Decentralized Stochastic Nonconvex Optimization under the (L0​,L1​)-Smoothness

Decentralized Stochastic Nonconvex Optimization under the $(L_{0}, L_{1})$ -Smoothness