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Jingwang Li

PhD Student
Department of Electronic & Computer Engineering
The Hong Kong University of Science & Technology

Email: jingwang.li [at] connect.ust.hk
Google Scholar | Github

About

I am currently a PhD student at the Hong Kong University of Science & Technology, under the supervision of Prof. Vincent Lau. My research interests primarily focus on optimization, with a particular emphasis on decentralized optimization. Previously, I earned a BMgt in Engineering Management from Huazhong Agricultural University, and an MEng in Control Science & Engineering from Huazhong University of Science & Technology. For further details, please refer to my CV.

News

Publications

* indicates the corresponding author.

Preprints

  1. Jingwang Li and Vincent Lau*. “Accelerated Decentralized Constraint-Coupled Optimization: A Dual2 Approach”, arXiv:2505.03719, 2025. [arXiv]

  2. Jingwang Li and Vincent Lau*. “Smoothness of the Augmented Lagrangian Dual in Convex Optimization”, arXiv:2505.01824, 2025. [arXiv]

  3. Jingwang Li and Xiao Li*. “Dual Acceleration for Minimax Optimization: Linear Convergence Under Relaxed Assumptions”, arXiv:2505.02115, 2025. [arXiv]

  4. Jingwang Li and Housheng Su*. “Decentralized Constraint-Coupled Optimization with Inexact Oracle”, arXiv:2309.06330, 2023. [arXiv]

  5. Jingwang Li and Housheng Su*. “Gradient Tracking: A Unified Approach to Smooth Distributed Optimization”, arXiv:2202.09804, 2022. [arXiv]

Journal Articles

  1. Jingwang Li and Housheng Su*. “NPGA: A Unified Algorithmic Framework for Decentralized Constraint-Coupled Optimization”, IEEE Transactions on Control of Network Systems, 2024. [DOI] [arXiv]

  2. Jingwang Li, Qing An and Housheng Su*. “Proximal Nested Primal-Dual Gradient Algorithms for Distributed Constraint-Coupled Composite Optimization”, Applied Mathematics and Computation, 2023. [DOI]

  3. Jingwang Li and Housheng Su*. “Implicit Tracking-Based Distributed Constraint-Coupled Optimization”, IEEE Transactions on Control of Network Systems, 2022. [DOI] [arXiv]

Conference Proceedings

  1. Bingxi Jia*, Haidong Ren, Zheng Yang, Jingwang Li and Xiaofei He. “Cascaded Motion Estimation for Intelligent Vehicles in GNSS-Denied Scenes”, Chinese Control Conference, 2023. [DOI]

  2. Jingwang Li, Suoxia Miao and Housheng Su*. “Distributed Primal-Dual Mirror Dynamics for Constraint-Coupled Optimization”, International Conference on Guidance, Navigation and Control, 2022. [DOI]

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