Structured Matrix Learning under Arbitrary Entrywise Dependence and Estimation of Markov Transition Kernel. - Jinhang Chai; Jianqing Fan (CoRR, 2024)

Localized exploration in contextual dynamic pricing achieves dimension-free regret. - Jinhang Chai; Yaqi Duan; Jianqing Fan; Kaizheng Wang (CoRR, 2024)

Transfer Q-Learning with Composite MDP Structures. - Jinhang Chai; Elynn Y. Chen; Lin Yang (ICML, 2025)

Deep Transfer Q-Learning for Offline Non-Stationary Reinforcement Learning. - Jinhang Chai; Elynn Y. Chen; Jianqing Fan (CoRR, 2025)

Transition Transfer Q-Learning for Composite Markov Decision Processes. - Jinhang Chai; Elynn Y. Chen; Lin Yang (CoRR, 2025)