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stat.ML2026
Towards Optimal Inventory Control under Censored Demand: A Biased Sample-Average Approximation Approach
Yuxuan Han, Xiaoyu Fan, Jiawei Zhang +1
We study data-driven multi-period lost-sales inventory control under censored demand, where a stockout reveals only that demand exceeded the stocking level. We develop a unified, m…
stat.ML2026
Harnessing Unimodality in Semiparametric Contextual Pricing via Oracle Price Map Learning
Yingying Fan, Yuxuan Han, Jinchi Lv +2
We study contextual dynamic pricing in a semiparametric scalar-index valuation model where the latent value is , with an unknown utility map a…
math.OC2026
Optimal Online and Offline Algorithms for Contextual MNL with Applications to Assortment and Pricing
Yunfan Zhang, Yuxuan Han, Hongyu Shan +2
Selecting which products to display and at what prices is a central decision in retail and e-commerce operations. In many applications, these two choices must be made jointly under…