Use of Proximal Policy Optimization for the Joint Replenishment Problem. - Nathalie Vanvuchelen; Joren Gijsbrechts; Robert N. Boute (Comput. Ind., 2020)

Synchromodal transportation planning using travel time information. - Hannah Yee; Joren Gijsbrechts; Robert N. Boute (Comput. Ind., 2021)

Deep reinforcement learning for inventory control: A roadmap. - Robert N. Boute; Joren Gijsbrechts; Willem van Jaarsveld; Nathalie Vanvuchelen (Eur. J. Oper. Res., 2022)

Reward shaping to improve the performance of deep reinforcement learning in perishable inventory management. - Bram J. De Moor; Joren Gijsbrechts; Robert N. Boute (Eur. J. Oper. Res., 2022)

Dual Sourcing and Smoothing Under Nonstationary Demand Time Series: Reshoring with SpeedFactories. - Robert N. Boute; Stephen M. Disney; Joren Gijsbrechts; Jan A. Van Mieghem (Manag. Sci., 2022)

Can Deep Reinforcement Learning Improve Inventory Management? Performance on Lost Sales, Dual-Sourcing, and Multi-Echelon Problems. - Joren Gijsbrechts; Robert N. Boute; Jan A. Van Mieghem; Dennis J. Zhang (Manuf. Serv. Oper. Manag., 2022)

Speeding up Policy Simulation in Supply Chain RL. - Vivek F. Farias; Joren Gijsbrechts; Aryan I. Khojandi; Tianyi Peng; Andrew Zheng (CoRR, 2024)

Game - Where Did the Demand Go? Teaching Demand Censoring with the Newsvendor Challenge. - Joren Gijsbrechts; Heletjé Emily van Staden (INFORMS Trans. Educ., 2025)