Wenzhuo Zhou

Selected Publications

*: Equal contribution (the names appear in alphabetic ordering)

†: Corresponding author 

• Bi-Level Offline Policy Optimization with Limited Exploration (2023) [link]. 

Zhou, W.

Advances in Neural Information Processing Systems (NeurIPS)  

• NeurIPS 2023 Scholar Award and ICSA 2023 Travel Award

• Quasi-optimal Reinforcement Learning with Continuous Actions (2023) [link]. 

Li, Y.*, Zhou, W.*†, & Zhu, R.

International Conference on Learning Representations (ICLR)  

• Estimating Optimal Infinite Horizon Dynamic Treatment Regimes via pT-Learning (2022) [link]. 

Zhou, W., Zhu, R., & Qu, A.

Journal of the American Statistical Association (JASA)

• NESS 2022 Student Paper Award

• Multicategory Angle-Based Learning for Estimating Optimal Dynamic Treatment Regimes With Censored Data (2021) [link]. 

Xue, F.*, Zhang, Y.*, Zhou, W.*, Fu, H., & Qu, A. 

Journal of the American Statistical Association (JASA)

• A Parsimonious Personalized Dose-finding Model via Dimension Reduction (2021) [link].

Zhou, W., Zhu, R., & Zeng, D. 

Biometrika

Book Chapters

• Policy Learning for Individualized Treatment Regimes on Infinite Time Horizon (2023) [link]. 

Zhou, W., Li, Y., & Zhu, R.

Precision Health: Theory, Methods and Applications, Springer

Some Preprints

• A Model-Agnostic Graph Neural Network for Integrating Local and Global Information (2023+) [arxiv]. 

Zhou, W., Qu, A., Cooper, K., Fortin, N., & Shahbaba, B.

• IMS-NUS 2023 Young Mathematical Scientist Travel Grant

• Distributional Shift-Aware Off-Policy Interval Estimation: A Unified Error Quantification Framework (2023+) [arxiv]. 

Zhou, W., Li, Y., Zhu, R., & Qu, A. 

• ICSA 2023 Junior Researcher Award

• Stackelberg Batch Policy Learning (2024+) [arxiv]. 

Zhou, W., & Qu, A.

• Stage-Aware Learning for Dynamic Treatments (2023+) [openreview]. 

Ye, H., Zhou, W.†, Zhu, R., & Qu, A.

• ENAR 2024 John Van Ryzin Award