Reinforcement Learning for Solving Stochastic Vehicle Routing Problem

Here are the implementations of our three papers on solving SVRP using RL. The papers were done sequentially in increasing difficulty.

RL for Solving Vehicle Routing Problem with correlated stochastic demands

Implementation of the first paper in "VRP with stochastic demands" folder. The paper was published in IEEE Access - https://ieeexplore.ieee.org/document/10223206

RL for Solving Vehicle Routing Problem with stochastic demands and travel costs

Implementation of the second paper in "VRP with stochastic demands and travel costs" folder. The paper was published in ACML23 - https://arxiv.org/abs/2311.07708

RL for Solving Vehicle Routing Problem with stochastic demands, travel costs, and time windows

Implementation of the third paper in "SVRP with time windows" folder. The paper is submitted to ICML24

Thank you for your interest. Feel free to use the codes and reach me out for any collaboration/questions using my email: zangir.iklassov@mbzuai.ac.ae Please cite our papers and give stars to our repo.