Qingsong Wang | Publications

Wenchao Xie, Jiawei Xu, Zheng Peng, Qingsong Wang*. Efficient QR-Based CP Decomposition Acceleration via Dimension Tree and Extrapolation. ArXiv:2503.18759, 2025. [paper] [code]
Qingsong Wang*. An Accelerated Bregman Algorithm for ReLU-based Symmetric Matrix Decomposition. ArXiv:2503.16846, 2025. [paper] [code]
Hao Li, Xihong Yan, Qingsong Wang*. A Convex Combination proximal Centers Primal-dual Hybrid Gradient Algorithm for Linearly Constrained Convex Programming. Submitted, 2025.
Chengcheng Yan, Jiawei Xu, Qingsong Wang*, Zheng Peng. A Triple-Inertial Accelerated Alternating Optimization Method for Deep Learning Training. ArXiv:2503.08489, 2025. [paper] [code]
Qingsong Wang, Yunfei Qu, Chunfeng Cui, Deren Han*. An Accelerated Alternating Partial Bregman Algorithm for ReLU-based Matrix Decomposition. ArXiv:2503.02386, 2025. [paper] [code]
Qingsong Wang, Shengze Xu, Xiaojiao Tong, Tieyong Zeng*. An Improved Optimal Proximal Gradient Algorithm for Non-Blind Image Deblurring. ArXiv:2502.07602, 2025. [paper]
Zehui Liu, Qingsong Wang, Chunfeng Cui*. Multi-step Inertial Accelerated Doubly Stochastic Gradient Methods for Block Term Tensor Decomposition. ArXiv:2501.04833, 2025. [paper]

Zehui Liu, Qingsong Wang, Chunfeng Cui*, Yong Xia. Inertial Accelerated Stochastic Mirror Descent for Large-scale Generalized Tensor CP Decomposition. Computational Optimization and Applications, 91(1), 201–233, 2025. [paper]

Chengjing Wang, Xile Zhao, Qingsong Wang, Zepei Ma, Peipei Tang*. An Inexact Proximal Majorization-Minimization Algorithm for Remote Sensing Image Stripe Noise Removal. Numerical Algorithms, 97(3), 1119-1139, 2024. [paper]
Qingsong Wang, Chunfeng Cui*, Deren Han. A Momentum Accelerated Algorithm for ReLU-based Nonlinear Matrix Decomposition. IEEE Signal Processing Letters, 31, 2865-2869, 2024. [paper] [code]
Qingsong Wang, Deren Han, Wenxing Zhang*. A Customized Inertial Proximal Alternating Minimization for SVD-free Robust Principal Component Analysis. Optimization, 73(8), 2387-2412, 2024. [paper]
Qingsong Wang, Deren Han*. Stochastic Gauss–Seidel Type Inertial Proximal Alternating Linearized Minimization and its Application to Proximal Neural Networks. Mathematical Methods of Operations Research, 99(1), 39-74, 2024. [paper]
Qingsong Wang, Zehui Liu, Chunfeng Cui*, Deren Han. A Bregman Proximal Stochastic Gradient Method with Extrapolation for Nonconvex Nonsmooth Problems. Proceedings of the AAAI Conference on Artificial Intelligence. 38(14), 15580-15588, 2024. [paper] [code]

Qingsong Wang, Deren Han*. A Bregman Stochastic Method for Nonconvex Nonsmooth Problem Beyond Global Lipschitz Gradient Continuity. Optimization Methods and Software, 38(5), 914-946, 2023. [paper] [code]
Qingsong Wang, Deren Han*. A Generalized Inertial Proximal Alternating Linearized Minimization Method for Nonconvex Nonsmooth Problems. Applied Numerical Mathematics, 189, 66-87, 2023. [paper] [code]
Qingsong Wang, Zehui Liu, Chunfeng Cui, Deren Han*. Inertial Accelerated SGD Algorithms for Solving Large-scale Lower-rank Tensor CP Decomposition Problems. Journal of Computational and Applied Mathematics, 423, 114948, 2023. [paper]
Qingsong Wang, Chunfeng Cui, Deren Han*. Accelerated Doubly Stochastic Gradient Descent for Tensor CP Decomposition. Journal of Optimization Theory and Applications, 197(2), 665-704, 2023. [paper] [code]

Dunbiao Niu, Chengjing Wang*, Peipei Tang, Qingsong Wang, Enbin Song. An Efficient Algorithm for a Class of Large-scale Support Vector Machines Exploiting Hidden Sparsity. IEEE Transactions on Signal Processing, 70, 5608-5623, 2022. [paper]
Yifan Shao, Qingsong Wang, Deren Han*. Efficient Methods for Convex Problems with Bregman Barzilai-Borwein Step Sizes. Pacific Journal of Optimization, 18(2), 333-348, 2022. [paper]

Qingsong Wang, Chunfeng Cui*, Deren Han. A Momentum Block-randomized Stochastic Algorithm for Low-rank Tensor CP Decomposition. Pacific Journal of Optimization, 17(3), 433-452, 2021. [paper]

Qingsong Wang, Chengjing Wang*, Peipei Tang, Dunbiao Niu. An Inexact Dual Alternating Direction Method of Multipliers for Image Decomposition and Restoration. Asia-Pacific Journal of Operational Research, 37(04), 2040010, 2020. [paper]
史冰冰, 王青松*. 基于对偶的不精确交替方向乘子法求解核范数正则化最小二乘问题. 高校应用数学学报: A 辑, 35(2), 181-190, 2020. [paper]