​​

Sequential Decision-making

​​

• Continuous-in-time Limit for Bayesian Bandits. [pdf]

Yuhua Zhu, Zachary Izzo and Lexing Ying.​ 

Journal of Machine Learning Research (Accepted with minor revision). 

​​

​

• Operator Augmentation for Model-based Policy Evaluation. [pdf]

Xun Tang, Lexing Ying and Yuhua Zhu*.​ 

Under Minor Revision at Communications in Mathematical Sciences. ​

​

• Variational Actor-Critic Algorithms. [pdf]

Yuhua Zhu and Lexing Ying.​

ESAIM: Control, Optimisation and Calculus of Variations, 2023.

​

​

• A Note on Optimization Formulations of Markov Decision Processes. [pdf]

Lexing Ying and Yuhua Zhu.​

Communications in Mathematical Sciences, 2021, to appear.​

​

​

• Borrowing From the Future: Addressing Double Sampling in Model-free Control. [pdf]

Yuhua Zhu, Zachary Izzo and Lexing Ying

Mathematical and Scientific Machine Learning, PMLR, 2021.​

​

​

• Borrowing From the Future: An Attempt to Address Double Sampling. [pdf]

Yuhua Zhu and Lexing Ying.

Mathematical and Scientific Machine Learning, PMLR 107:246-268, 2020. 

​​​

​

*: Alphabetical authorship.

​

​

​

​

​

​

​

​

​

​

​

​

​

​

​

​

​

​

​

​

​​