Faculty DirectoryMinshuo Chen

Assistant Professor of Industrial Engineering and Management Sciences
Contact
2145 Sheridan RoadTech
Evanston, IL 60208-3109
Email Minshuo Chen
Departments
Industrial Engineering and Management Sciences
Research Interests
My research focuses on developing principled methodologies and theoretical foundations of learning and decision-making. I am particularly interested in
- Generative AI: diffusion models for data modeling and beyond
- Foundations of learning: approximation, optimization and efficiency
- (Deep) reinforcement learning: diagnosis and control in complex systems
Selected Publications
- Wu, Yuchen; Chen, Minshuo; Li, Zihao; Wang, Mengdi; Wei, Yuting, Theoretical Insights for Diffusion Guidance, Proceedings of Machine Learning Research (2024).
- Li, Zihao; Ji, Xiang; Chen, Minshuo; Wang, Mengdi, Policy Evaluation for Reinforcement Learning from Human Feedback, Proceedings of Machine Learning Research (2024).
- Chen, Minshuo; Meng, Jie; Bai, Yu; Ye, Yinyu; Vincent Poor, H.; Wang, Mengdi, Efficient Reinforcement Learning with Impaired Observability, IEEE Transactions on Information Theory (2024).
- Dou, Zehao; Chen, Minshuo; Wang, Mengdi; Yang, Zhuoran, Theory of Consistency Diffusion Models, Proceedings of Machine Learning Research (2024).
- Wu, Shenghao; Zhou, Wenbin; Chen, Minshuo; Zhu, Shixiang, Counterfactual Generative Models for Time-Varying Treatments, Association for Computing Machinery (2024).
- Cheng, Jiahui; Chen, Minshuo; Liu, Hao; Zhao, Tuo; Liao, Wenjing, High dimensional binary classification under label shift, Sampling Theory, Signal Processing, and Data Analysis (2023).
- Wang, Jie; Chen, Minshuo; Zhao, Tuo; Liao, Wenjing; Xie, Yao, A manifold two-sample test study, Information and Inference (2023).