Overview

Vehicle routing studies how fleets can serve customers, move goods, or complete tasks efficiently while respecting constraints such as vehicle capacity, time windows, and battery range. Problems range from static delivery tours to dynamic ride-sharing, electric-vehicle charging, and coordinated truck-drone or warehouse-robot operations. Common approaches include exact optimization with branch-and-price, heuristics such as hybrid genetic search and adaptive large-neighborhood search, and neural or reinforcement-learning solvers, often combined with local search or mathematical optimization. A central challenge is balancing solution quality and feasibility with runtime and generalization to larger, changing, or unfamiliar settings, where learned methods do not always outperform strong heuristics.

Latest papers

CardsList

139 papers18 papers in the last four weeks, up 29% on the four weeks before. 0.1% of all new papers.

  1. RADAR: Learning to Route with Asymmetry-aware DistAnce Representations

    Mar 3, 2026Hang Yi, Ziwei Huang, Yining Ma +1Vehicle RoutingNeural Combinatorial Optimization

  2. Optimal Solutions for the Moving Target Vehicle Routing Problem via Branch-and-Price with Relaxed Continuity

    Feb 28, 2026Anoop Bhat, Geordan Gutow, Zhongqiang Ren +2Vehicle RoutingCombinatorial Optimization

  3. Efficient Decoder Scaling Strategy for Neural Routing Solvers

    Feb 28, 2026Qing Luo, Fu Luo, Ke Li +1Neural Combinatorial OptimizationNeural Scaling Laws

  4. Bi-level RL-Heuristic Optimization for Real-world Winter Road Maintenance

    Feb 27, 2026Yue Xie, Zizhen Xu, William Beazley +1Vehicle RoutingBilevel Optimization

  5. Bridging Policy and Real-World Dynamics: LLM-Augmented Rebalancing for Shared Micromobility Systems

    Feb 26, 2026Heng Tan, Hua Yan, Yu YangIntelligent Transportation SystemsVehicle Routing

  6. Enhancing CVRP Solver through LLM-driven Automatic Heuristic Design

    Feb 26, 2026Zhuoliang Xie, Fei Liu, Zhenkun Wang +1Vehicle RoutingAutomated Heuristic Design

  7. Survey on Neural Routing Solvers

    Feb 25, 2026Yunpeng Ba, Xi Lin, Changliang Zhou +7Neural Combinatorial OptimizationVehicle Routing

  8. A GPU-Accelerated Hybrid Method for a Class of Multi-Depot Vehicle Routing Problems

    Feb 24, 2026Zhenyu Lei, Jin-Kao HaoVehicle RoutingMetaheuristic Optimization

  9. Rethinking Efficiency in Neural Combinatorial Optimization: Batched Preference Optimization with Mamba

    Feb 24, 2026Zhenxing Xu, Zeyuan Ma, Weidong Bao +4Neural Combinatorial OptimizationMemory-Efficient Training

  10. Towards Efficient Constraint Handling in Neural Solvers for Routing Problems

    Feb 17, 2026Jieyi Bi, Zhiguang Cao, Jianan Zhou +5Neural Combinatorial OptimizationConstrained Optimization

  11. GREAT-EER: Graph Edge Attention Network for Emergency Evacuation Responses

    Feb 16, 2026Attila Lischka, Balázs KulcsárDisaster ResponseVehicle Routing

  12. Policy Stability for Measuring Operational Performance in Task Assignment with Time-Windows Under Internal Adversarial Influence

    Nov 7, 2025Roee M. Francos, Daniel Garces, Orhan Eren Akgün +1Vehicle RoutingMulti-Robot Task Allocation

  13. Sequence Variables: A Constraint Programming Computational Domain for Routing and Sequencing

    Oct 10, 2025Augustin Delecluse, Pierre Schaus, Pascal Van HentenryckVehicle RoutingConstraint Programming

  14. VRPAgent: LLM-Driven Discovery of Heuristic Operators for Vehicle Routing Problems

    Oct 8, 2025André Hottung, Federico Berto, Chuanbo Hua +9Vehicle RoutingAutomated Heuristic Design

  15. Learning Constraints-Based Adaptive Hypergraph Neural Networks for Solving Vehicle Routing Problems

    Mar 13, 2025Zhenwei Wang, Tiehua Zhang, Jing Liu +3Constrained RLVehicle Routing

  16. Atomic Proximal Policy Optimization for Electric Robo-Taxi Dispatch and Charger Allocation

    Feb 19, 2025Jim Dai, Manxi Wu, Zhanhao ZhangProximal Policy OptimizationElectric Vehicle Charging

  17. GREAT: A Graph Edge Attention Network for the Electric Vehicle Routing Problem with Asymmetric Costs

    Aug 29, 2024Attila Lischka, Filip Rydin, Jiaming Wu +2Vehicle RoutingGraph Neural Networks

  18. Instance-Conditioned Adaptation for Large-scale Generalization of Neural Routing Solver

    May 3, 2024Changliang Zhou, Xi Lin, Zhenkun Wang +3Neural Network GeneralizationIntelligent Transportation Systems