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cs.LG2026
Nonparametric Learning and Earning with One-Point Feedback under Nonstationarity
Xiangyu Yang, Feng Xu, Jian-Qiang Hu +1
Firms increasingly rely on dynamic pricing to respond to evolving customer demand, yet in many applications they observe only the revenue generated by a single posted price in each…
cs.LG2026
Optimal Data Acquisition for Reinforcement Learning: A Large Deviations Perspective
Mingjie Hu, Jian-Qiang Hu, Enlu Zhou
Data acquisition efficiency is a central challenge in deploying reinforcement learning in business and healthcare operations, where interactions are costly, slow, and often involve…