Deep Reinforcement Learning for Ride-sharing Dispatching and Repositioning. - Zhiwei (Tony) Qin; Xiaocheng Tang; Yan Jiao; Fan Zhang 098; Chenxi Wang; Qun (Tracy) Li (IJCAI, 2019)

A Deep Value-network Based Approach for Multi-Driver Order Dispatching. - Xiaocheng Tang; Zhiwei (Tony) Qin; Fan Zhang 098; Zhaodong Wang; Zhe Xu; Yintai Ma; Hongtu Zhu; Jieping Ye (KDD, 2019)

Ride-Hailing Order Dispatching at DiDi via Reinforcement Learning. - Zhiwei (Tony) Qin; Xiaocheng Tang; Yan Jiao; Fan Zhang 098; Zhe Xu; Hongtu Zhu; Jieping Ye (INFORMS J. Appl. Anal., 2020)

Multi-Objective Distributional Reinforcement Learning for Large-Scale Order Dispatching. - Fan Zhou 003; Chenfan Lu; Xiaocheng Tang; Fan Zhang 098; Zhiwei (Tony) Qin; Jieping Ye; Hongtu Zhu (ICDM, 2021)

Value Function is All You Need: A Unified Learning Framework for Ride Hailing Platforms. - Xiaocheng Tang; Fan Zhang 098; Zhiwei (Tony) Qin; Yansheng Wang; Dingyuan Shi; Bingchen Song; Yongxin Tong; Hongtu Zhu; Jieping Ye (KDD, 2021)

Real-world Ride-hailing Vehicle Repositioning using Deep Reinforcement Learning. - Yan Jiao; Xiaocheng Tang; Zhiwei (Tony) Qin; Shuaiji Li; Fan Zhang 098; Hongtu Zhu; Jieping Ye (CoRR, 2021)