Saliency Detection via Nonlocal L_0 Minimization. - Yiyang Wang 001; Risheng Liu; Xiaoliang Song; Zhixun Su (ACCV (2), 2014)

Linearized Alternating Direction Method with Penalization for Nonconvex and Nonsmooth Optimization. - Yiyang Wang 001; Risheng Liu; Xiaoliang Song; Zhixun Su (AAAI, 2016)

An Inexact Proximal Alternating Direction Method for Non-convex and Non-smooth Matrix Factorization and Beyond. - Yiyang Wang 001; Risheng Liu; Xiaoliang Song; Zhixun Su (CoRR, 2017)

A penalty PALM method for sparse portfolio selection problems. - Yue Teng; Li Yang; Bo Yu 003; Xiaoliang Song (Optim. Methods Softw., 2017)

A nonlocal L0 model with regression predictor for saliency detection and extension. - Yiyang Wang 001; Risheng Liu; Xiaoliang Song; Zhixun Su (Vis. Comput., 2017)

An efficient duality-based approach for PDE-constrained sparse optimization. - Xiaoliang Song; Bo Chen; Bo Yu 003 (Comput. Optim. Appl., 2018)

An FE-Inexact Heterogeneous ADMM for Elliptic Optimal Control Problems with L1-Control Cost. - Xiaoliang Song; Bo Yu 003; Yiyang Wang 001; Xuping Zhang (J. Syst. Sci. Complex., 2018)

A two-phase strategy for control constrained elliptic optimal control problems. - Xiaoliang Song; Bo Yu 003 (Numer. Linear Algebra Appl., 2018)

Task Embedded Coordinate Update: A Realizable Framework for Multivariate Non-Convex Optimization. - Yiyang Wang 001; Risheng Liu; Long Ma 002; Xiaoliang Song (AAAI, 2019)

A multi-level ADMM algorithm for elliptic PDE-constrained optimization problems. - Xiaotong Chen; Xiaoliang Song; Zixuan Chen; Bo Yu 003 (Comput. Appl. Math., 2020)

An augmented Lagrangian proximal alternating method for sparse discrete optimization problems. - Yue Teng; Li Yang; Xiaoliang Song; Bo Yu 003 (Numer. Algorithms, 2020)

An Inexact Proximal DC Algorithm with Sieving Strategy for Rank Constrained Least Squares Semidefinite Programming. - Mingcai Ding; Xiaoliang Song; Bo Yu 003 (J. Sci. Comput., 2022)

A warm-start FE-dABCD algorithm for elliptic optimal control problems with constraints on the control and the gradient of the state. - Zixuan Chen; Xiaoliang Song; Xiaotong Chen; Bo Yu 003 (Comput. Math. Appl., 2024)

An iDCA with Sieving Strategy for PDE-Constrained Optimization Problems with L1-2-Control Cost. - Yu Zhang; Xiaoliang Song; Bo Yu 003; Mingcai Ding (J. Sci. Comput., 2024)

A Hybrid and Inexact Algorithm for Nonconvex and Nonsmooth Optimization. - Yiyang Wang 001; Xiaoliang Song (J. Syst. Sci. Complex., 2025)

An Efficient Asymptotic DC Method for Sparse and Low-Rank Matrix Recovery. - Mingcai Ding; Xiaoliang Song; Bo Yu 003 (J. Sci. Comput., 2025)