NondBREM: Nondeterministic Offline Reinforcement Learning for Large-Scale Order Dispatching
Hongbo Zhang,
Guang Wang,
Xu Wang
et al.
Abstract:One of the most important tasks in ride-hailing is order dispatching, i.e., assigning unserved orders to available drivers. Recent order dispatching has achieved a significant improvement due to the advance of reinforcement learning, which has been approved to be able to effectively address sequential decision-making problems like order dispatching. However, most existing reinforcement learning methods require agents to learn the optimal policy by interacting with environments online, which is challenging or i… Show more
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