Luo Luo

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math.OC2026

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…

math.OC2026

Decentralized Nonsmooth Nonconvex Optimization with Client Sampling

Xinyan Chen, Weiguo Gao, Luo Luo

This paper considers decentralized nonsmooth nonconvex optimization problem with Lipschitz continuous local functions. We propose an efficient stochastic first-order method with cl…

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

Decentralized Nonsmooth Nonconvex Optimization with Client Sampling

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