| A class of smooth exact penalty function methods for optimization problems with orthogonality constraints N Xiao, X Liu, Y Yuan Optimization Methods and Software 37 (4), 1205-1241, 2022 | 27 | 2022 |
| An improved unconstrained approach for bilevel optimization X Hu, N Xiao, X Liu, KC Toh SIAM Journal on Optimization 33 (4), 2801-2829, 2023 | 15 | 2023 |
| A Penalty-free Infeasible Approach for a Class of Nonsmooth Optimization Problems over the Stiefel Manifold N Xiao, X Liu, Y Yuan arXiv preprint arXiv:2103.03514v2, 2021 | 12 | 2021 |
| Exact Penalty Function for Norm Minimization over the Stiefel Manifold N Xiao, X Liu, Y Yuan SIAM Journal on Optimization 31 (4), 3097-3126, 2021 | 12 | 2021 |
| Adam-family methods for nonsmooth optimization with convergence guarantees N Xiao, X Hu, X Liu, KC Toh Journal of Machine Learning Research 25 (48), 1-53, 2024 | 9 | 2024 |
| A constraint dissolving approach for nonsmooth optimization over the Stiefel manifold X Hu, N Xiao, X Liu, KC Toh IMA Journal of Numerical Analysis, drad098, 2023 | 9 | 2023 |
| Solving Optimization Problems over the Stiefel Manifold by Smooth Exact Penalty Function N Xiao, X Liu arXiv preprint arXiv:2110.08986v2, 2021 | 9 | 2021 |
| Convergence Guarantees for Stochastic Subgradient Methods in Nonsmooth Nonconvex Optimization N Xiao, X Hu, KC Toh arXiv preprint arXiv:2307.10053, 2023 | 8 | 2023 |
| Dissolving Constraints for Riemannian Optimization N Xiao, X Liu, KC Toh Mathematics of Operations Research, 2023, 2022 | 8* | 2022 |
| CDOpt: A Python Package for a Class of Riemannian Optimization N Xiao, X Hu, X Liu, KC Toh arXiv preprint arXiv:2212.02698, 2022 | 3 | 2022 |
| Adam-family Methods with Decoupled Weight Decay in Deep Learning K Ding, N Xiao, KC Toh arXiv preprint arXiv:2310.08858, 2023 | 2 | 2023 |
| A Riemannian Dimention-reduced Second Order Method with Application in Sensor Network Localization T Tang, KC Toh, N Xiao, Y Ye arXiv preprint arXiv:2304.10092, 2023 | 1 | 2023 |
| Convergence properties of stochastic proximal subgradient method in solving a class of composite optimization problems with cardinality regularizer X Hu, X Liu, N Xiao Journal of Industrial and Management Optimization 20 (5), 1934-1950, 2024 | | 2024 |
| Developing Lagrangian-based Methods for Nonsmooth Nonconvex Optimization N Xiao, K Ding, X Hu, KC Toh arXiv preprint arXiv:2404.09438, 2024 | | 2024 |
| Decentralized Stochastic Subgradient Methods for Nonsmooth Nonconvex Optimization S Zhang, N Xiao, X Liu arXiv preprint arXiv:2403.11565, 2024 | | 2024 |
| An Inexact Preconditioned Zeroth-order Proximal Method for Composite Optimization S Liu, L Wang, N Xiao, X Liu arXiv preprint arXiv:2401.03565, 2024 | | 2024 |
| A Partial Exact Penalty Function Approach for Constrained Optimization N Xiao, X Liu, KC Toh arXiv preprint arXiv:2304.01467, 2023 | | 2023 |
Xin LIUAcademy of Mathematics and Systems Science, Chinese Academy of SciencesVerified email at lsec.cc.ac.cn
