Publications
* Authors are listed in alphabetical order.
Papers Under Revision
- AI as Flesh, OM as Bone: Semiparametric Regression with Deep Neural Networks
- Learning Meets OM Structure: Offline Optimization for Inventory Control
Published Papers
- Production Planning with Generalized Production Relationships
- Multi-Agent Deep Reinforcement Learning for Multi-Echelon Inventory ManagementProduction and Operations Management Top-20 Most Cited (2023-2026) and Top-10 Most Downloaded (2025).
- An Efficient Node Selection Policy for Monte Carlo Tree Search with Neural NetworksINFORMS Journal on Computing Meritorious Paper (the only awardee in 2024).
- A Simulation-Driven Machine Learning Framework for Large-Scale Inventory Management
- A Unified Framework for Multi-Stage Decision Optimization with Deep Reinforcement Learning and Foundation Models
- A Simulation Optimization Method for Scheduling Automated Guided Vehicles in a Stochastic Warehouse Management SystemSecond Place Winning Method in the 2022 Winter Simulation Conference Case Study Competition.
- MA-ResNet50: A General Encoder Network for Video Segmentation