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Xing-Wei Wang

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Open access Aug 2026

End-to-End Graph-Embedded Reinforcement Learning for Solving the Shortest Path Problem with Constraints

This study introduces E2E_GERL, a novel end-to-end graph-embedded reinforcement learning algorithm for the time-constrained SPP, which achieves better results with substantially lower inference time than classical and NCO baselines, which also validate the potential of integrating NCO into constrained optimization prob...

Shu-Hao Yang, Min Huang, Shengxiang Yang et al. · 0 citations
Open access Aug 2026

The Collaborative Green Vehicle Routing Problem with Time-Dependent Travel Speeds

This study investigates the collaborative green vehicle routing problem with time-dependent travel speeds (CGVRP-TD), which integrates horizontal collaboration among multiple depots with time-dependent traffic conditions. The problem jointly optimizes customer allocation, vehicle routing, and departure-time decisions t...

Juan Li, Yang Yu, Min Huang et al. · 0 citations

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