Publications

Preprints

Deep Transfer Q-Learning for Offline Non-Stationary Reinforcement Learning
With Elynn Chen, Jianqing Fan

Localized exploration in contextual dynamic pricing achieves dimension-free regret
With Yaqi Duan, Jianqing Fan, Kaizheng Wang

Neural Distribution Regression With Jianqing Fan, Yihong Gu

Low-Rank Plus Sparse Matrix Transfer Learning under Growing Representations and Ambient Dimensions With Xuyuan Liu, Elynn Chen, Yujun Yan

Optimistic Transfer under Task Shift via Bellman Alignment With Enpei Zhang, Elynn Chen, Yujun Yan

Published

Structured Matrix Learning under Arbitrary Entrywise Dependence and Estimation of Markov Transition Kernel
With Jianqing Fan
Annals of Statistics (2025)

Transition Transfer Q-Learning for Composite Markov Decision Processes
With Elynn Chen, Lin Yang
ICML 2025