Nachuan Xiao

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 12

Top Topics

Penalty Function

Optimization Problems

Euclidean Metric

Image Restoration And Reconstruction

Top Venues

Math. Oper. Res.

Optim. Methods Softw.

Publications

Tianyun Tang, Kim-Chuan Toh, Nachuan Xiao, Yinyu Ye
A Riemannian Dimension-Reduced Second-Order Method with Application in Sensor Network Localization. SIAM J. Sci. Comput. 46 (3) (2024)
Nachuan Xiao, Kuangyu Ding, Xiaoyin Hu, Kim-Chuan Toh
Developing Lagrangian-based Methods for Nonsmooth Nonconvex Optimization. CoRR (2024)
Siyuan Zhang, Nachuan Xiao, Xin Liu
Decentralized Stochastic Subgradient Methods for Nonsmooth Nonconvex Optimization. CoRR (2024)
Nachuan Xiao, Xin Liu, Kim-Chuan Toh
Dissolving Constraints for Riemannian Optimization. Math. Oper. Res. 49 (1) (2024)
Xin Liu, Nachuan Xiao, Ya-xiang Yuan
A Penalty-Free Infeasible Approach for a Class of Nonsmooth Optimization Problems Over the Stiefel Manifold. J. Sci. Comput. 99 (2) (2024)
Kuangyu Ding, Nachuan Xiao, Kim-Chuan Toh
Adam-family Methods with Decoupled Weight Decay in Deep Learning. CoRR (2023)
Nachuan Xiao, Xiaoyin Hu, Xin Liu, Kim-Chuan Toh
Adam-family Methods for Nonsmooth Optimization with Convergence Guarantees. CoRR (2023)
Nachuan Xiao, Xiaoyin Hu, Kim-Chuan Toh
Convergence Guarantees for Stochastic Subgradient Methods in Nonsmooth Nonconvex Optimization. CoRR (2023)
Xiaoyin Hu, Nachuan Xiao, Xin Liu, Kim-Chuan Toh
An Improved Unconstrained Approach for Bilevel Optimization. SIAM J. Optim. 33 (4) (2023)
Nachuan Xiao, Xin Liu, Ya-Xiang Yuan
A class of smooth exact penalty function methods for optimization problems with orthogonality constraints. Optim. Methods Softw. 37 (4) (2022)
Nachuan Xiao, Xiaoyin Hu, Xin Liu, Kim-Chuan Toh
CDOpt: A Python Package for a Class of Riemannian Optimization. CoRR (2022)
Nachuan Xiao, Xin Liu, Ya-Xiang Yuan
Norm Minimization over the Stiefel Manifold. SIAM J. Optim. 31 (4) (2021)