Multi-Agent Environments for Vehicle Routing Problems

R Gama, D Fuertes, CR del-Blanco… - arxiv preprint arxiv …, 2024 - arxiv.org
Research on Reinforcement Learning (RL) approaches for discrete optimization problems
has increased considerably, extending RL to an area classically dominated by Operations …

Learning to Solve the Min-Max Mixed-Shelves Picker-Routing Problem via Hierarchical and Parallel Decoding

L Luttmann, L **e - arxiv preprint arxiv:2502.10233, 2025 - arxiv.org
The Mixed-Shelves Picker Routing Problem (MSPRP) is a fundamental challenge in
warehouse logistics, where pickers must navigate a mixed-shelves environment to retrieve …