Journal publications

1. Distributionally Robust Conditional Quantile Prediction with Fixed Design, Management Science, 2021 (link).
   Joint with Ying Cao, Zuo-Jun (Max) Shen
2. A Practical End-to-End Inventory Management Model with Deep Learning, Management Science, 2022 (link)
   Joint with Yuanyuan Shi, Yongzhi Qi, Chenxin Ma, Rong Yuan, Di Wu, Zuo-Jun (Max) Shen
3. Learning Newsvendor Problem with Intertemporal Dependence and Moderate Non-Stationarities, Production and Operations Management, 2024 (link)
   Joint with Zeyu Zheng, Zuo-Jun (Max) Shen
4. Data-Driven Research in Retail Operations—A review, Naval Research Logistics, 2020 (link)
   Joint with Ho-Yin Mak, Zuo-Jun (Max) Shen

Selected working papers

1. Integrated Conditional Estimation-Optimization, Under revision (link)
   Joint with Paul Grigas, Zuo-Jun (Max) Shen
2. A Learning and Optimization Framework for Personalized Product Design, Under revision (link)
   Joint with Mengxin Wang, Zuo-Jun (Max) Shen
3. Urban Courier: Operational Innovation and Data-driven Coverage-and-Pricing, Under revision (link)
   Joint with Mengxin Wang, Junyu Cao, Zuo-Jun (Max) Shen
4. Mechanism for Collaborative Federated Learning: A Pitfall of Shapley Values. Working paper (link)
   Joint with Mingxi Zhu
5. Overworking or Outsourcing: Integrated Prediction- Optimization for Order Assignment in Last-Mile Delivery. Working paper (link)
   Joint with Haoran Guo, Wei Qi
6. AI Co-Pilots for Data-Driven Perishable Inventory Management. Working paper
   Joint with Yu Nu, Elena Belavina, Karan Girotra
7. Data-Driven Contextual Value-Based Pricing. Working paper
   Joint with Li Chen, Xiangyin Chen

Tutorial

1. Integrating prediction/estimation and optimization with applications in operations management, Tutorials in Operations Research, 2022 (link）
   Joint with Zuo-Jun (Max) Shen

Conference and workshop

1. Smart Feasibility Pump: Reinforcement Learning for (Mixed) Integer Programming, ICML 2021 RL for Real Life Workshop, spotlight presentation (link)
   Joint with Mengxin Wang, Zuo-Jun (Max) Shen
2. Online MDP with Prototypes Information: A Robust Adaptive Approach, Forthcoming The 39th Annual AAAI Conference on Artificial Intelligence, (link) Joint with Shuo Sun, Zuo-Jun (Max) Shen