百晓学者学者目录

胡潇尹

副教授、讲师，深圳大学

精选作品

期刊论文

2026

A Minimization Approach for Minimax Optimization with Coupled Constraints

Xiaoyin Hu, Kim-Chuan Toh, Shiwei Wang, Nachuan Xiao

SIAM Journal on Optimization

DOI

2026

Developing Lagrangian-Based Methods for Nonsmooth Nonconvex Optimization

Nachuan Xiao, Kuangyu Ding, Xiaoyin Hu, Kim-Chuan Toh

Mathematics of Operations Research

DOI

2025

CDOpt: a Python package for a class of Riemannian optimization

Nachuan Xiao, Xiaoyin Hu, Xin Liu, Kim-Chuan Toh

Mathematical Programming Computation，Vol. 170, No. 20

DOI

2025

Partial Envelope for Optimization Problem with Nonconvex Constraints

Xiaoyin Hu, Xin Liu, Kim-Chuan Toh, Nachuan Xiao

2024

Learning-Rate-Free Momentum SGD with Reshuffling Converges in Nonsmooth Nonconvex Optimization

Xiaoyin Hu, Nachuan Xiao, Xin Liu, Kim-Chuan Toh

Journal of Scientific Computing

DOI

2023

Stochastic subgradient methods with guaranteed global stability in nonsmooth nonconvex optimization

Nachuan Xiao, Xiaoyin Hu, K. Toh

Mathematical programming

DOI

2023

Adam-family Methods for Nonsmooth Optimization with Convergence Guarantees

Nachuan Xiao, Xiaoyin Hu, Xin Liu, K. Toh

Journal of machine learning research

DOI

2023

Convergence properties of stochastic proximal subgradient method in solving a class of composite optimization problems with cardinality regularizer

Xiaoyin Hu, Xin Liu, Nachuan Xiao

Journal of Industrial and Management Optimization

DOI

2022

An Improved Unconstrained Approach for Bilevel Optimization

Xiaoyin Hu, Nachuan Xiao, Xin Liu, K. Toh

SIAM Journal on Optimization

DOI

2022

A constraint dissolving approach for nonsmooth optimization over the Stiefel manifold

Xiaoyin Hu, Nachuan Xiao, Xin Liu, K. Toh

IMA Journal of Numerical Analysis

DOI

预印本

2025

A Hybrid Subgradient Method for Nonsmooth Nonconvex Bilevel Optimization

Nachuan Xiao, Xiaoyin Hu, Xin Liu, Kim-Chuan Toh

arXiv (Cornell University)

DOI

研究方向

最优化理论与方法人工智能约束优化与非光滑优化

此主页由公开资料整理，尚未经学者本人认领。