Latest Research in Vehicle Routing Optimization Methods

16 research papers · 2026 median publication year

Top Research Topics in Vehicle Routing Optimization Methods

Highest-Cited Papers

  1. Transferable reinforcement learning for demand-responsive transit scheduling via offline pre-training and online fine-tuning
  2. GPEvac: GNN-Based PPO for Adaptive Evacuation Routing During Shooting Events
  3. Multi-Modal Collaborative Evacuation During Mass Gatherings via Distributional Reinforcement Learning
  4. Deterministic and Random Bipartite Matching on General Networks: Convex Flow Reformulation, Asymptotic Properties, and Fast Algorithms
  5. Stable Voting Rules on the Edge of Optimal Metric Distortion
  6. Learning Adaptive SED for heterogeneous load balancing
  7. Learning Constraints-Based Adaptive Hypergraph Neural Networks for Solving Vehicle Routing Problems
  8. A Multi-Strategy Improved Ant Colony Optimization Algorithm for the Electric Vehicle Routing Problem with Time Windows and En-Route Recharging
  9. WiP: Characterizing and Defending Against Mobile-Agent-Driven MFA Automation
  10. Active navigation with reinforcement learning for bus stop amenity auditing in street view imagery
  11. Learning Constraints-Based Adaptive Hypergraph Neural Networks for Solving Vehicle Routing Problems
  12. Reinforcement Learning Enhanced LLM Agents for Complex Vehicle Routing Problems
  13. TAWJEEH: An Integrated Deep Reinforcement Learning and Heuristic Framework for Cellular Vehicle-to-Everything Enabled Real-Time Multidepot Vehicle Routing Optimization in Urban Logistics
  14. Riesz $$\varvec{s}$$-Energy Regularized Bi-Objective Maximal Covering Location Problem and its solution via a memetic algorithm
  15. Deep reinforcement learning for optimizing mobile depots allocation and hybrid order dispatch in last-mile delivery under multi-participants behavioral uncertainty
  16. Memory-Enhanced Neural Solvers for Routing Problems
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L3 Region - - 2026 Sep Q3

Vehicle Routing Optimization Methods

16 papers

Top Topics (10)

Vehicle Routing Optimization Methods4
Artificial Intelligence3
Machine Learning2
Transportation and Mobility Innovations1
Evacuation and Crowd Dynamics1
Optimization and Control1
Computer Science and Game Theory1
Networking and Internet Architecture1
Smart Parking Systems Research1
Facility Location and Emergency Management1

Top Publications (16)

1.Transferable reinforcement learning for demand-responsive transit scheduling via offline pre-training and online fine-tuning2.GPEvac: GNN-Based PPO for Adaptive Evacuation Routing During Shooting Events3.Multi-Modal Collaborative Evacuation During Mass Gatherings via Distributional Reinforcement Learning4.Deterministic and Random Bipartite Matching on General Networks: Convex Flow Reformulation, Asymptotic Properties, and Fast Algorithms5.Stable Voting Rules on the Edge of Optimal Metric Distortion6.Learning Adaptive SED for heterogeneous load balancing7.Learning Constraints-Based Adaptive Hypergraph Neural Networks for Solving Vehicle Routing Problems8.A Multi-Strategy Improved Ant Colony Optimization Algorithm for the Electric Vehicle Routing Problem with Time Windows and En-Route Recharging9.WiP: Characterizing and Defending Against Mobile-Agent-Driven MFA Automation10.Active navigation with reinforcement learning for bus stop amenity auditing in street view imagery11.Learning Constraints-Based Adaptive Hypergraph Neural Networks for Solving Vehicle Routing Problems12.Reinforcement Learning Enhanced LLM Agents for Complex Vehicle Routing Problems13.TAWJEEH: An Integrated Deep Reinforcement Learning and Heuristic Framework for Cellular Vehicle-to-Everything Enabled Real-Time Multidepot Vehicle Routing Optimization in Urban Logistics14.Riesz $$\varvec{s}$$-Energy Regularized Bi-Objective Maximal Covering Location Problem and its solution via a memetic algorithm15.Deep reinforcement learning for optimizing mobile depots allocation and hybrid order dispatch in last-mile delivery under multi-participants behavioral uncertainty16.Memory-Enhanced Neural Solvers for Routing Problems
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