Zhiguo, Wang (王治国)
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Associate Professor |
News
Our paper " A Hybrid Stochastic Alternating Direction Method of Multipliers for Nonconvex and Nonsmooth Composite Optimization, " jointly with Yuxuan Zeng, Jianchao Bai, Shengjia Wang and Xiaojing Shen has been accepted for publication in the European Journal of Operational Research, 2025.
Our paper "A Gradient Guided Diffusion Framework for Chance Constrained Programming, " jointly with Boyang Zhang and Ya-Feng Liu has been accepted for publication in the proceedings of the Thirty-Ninth Conference on Neural Information Processing Systems (NeurIPS), 2025.
Our paper "Efficient Global Algorithms for Transmit Beamforming Design in ISAC Systems, " jointly with Jiageng Wu, Ya-Feng Liu and Fan Liu has been accepted for publication in the IEEE Transactions on Signal Processing.
A new grant from the National Natural Science Foundation of China: Modeling Theory and Algorithm Research for Terahertz Tomographic Imaging. This project aims to construct a framework for nonlinear propagation modeling and efficient optimization algorithms.
Summary of my research
My main research interests are nonlinear optimization and its applications to signal processing, communication and large language models. I am particularly interested in characterizing the computational complexity of and designing efficient algorithms for optimization problems arising from these applications.
My current research interests are Terahertz Computational Tomography (THz CT), Learning for Optimization, Diffusion Model and various optimization problems from the communication and sensing applications.
Students
I am looking for self-motivated students with a solid mathematical background who are interested in pursuing Master's or Ph.D. degrees. Please send me an email (with a copy of your resume) for details.
Contact
Office: Rm 417, Tianyuan Building
Mailing address:
Department of Mathematics
Sichuan University
Email: wangzhiguo at scu dot edu dot cn