Get our free extension to see links to code for papers anywhere online!

Chrome logo  Add to Chrome

Firefox logo Add to Firefox

Reinforcement Learning in the Wild: Scalable RL Dispatching Algorithm Deployed in Ridehailing Marketplace



Soheil Sadeghi Eshkevari , Xiaocheng Tang , Zhiwei Qin , Jinhan Mei , Cheng Zhang , Qianying Meng , Jia Xu

* submitted to KDD'22 

   Access Paper or Ask Questions

A Deep Value-network Based Approach for Multi-Driver Order Dispatching



Xiaocheng Tang , Zhiwei Qin , Fan Zhang , Zhaodong Wang , Zhe Xu , Yintai Ma , Hongtu Zhu , Jieping Ye

* KDD 2019 Oral 

   Access Paper or Ask Questions

Value Function is All You Need: A Unified Learning Framework for Ride Hailing Platforms



Xiaocheng Tang , Fan Zhang , Zhiwei Qin , Yansheng Wang , Dingyuan Shi , Bingchen Song , Yongxin Tong , Hongtu Zhu , Jieping Ye

* KDD 2021; Ride-hailing marketplace open simulation platform: https://outreach.didichuxing.com/Simulation/ 

   Access Paper or Ask Questions

Reinforcement Learning for Ridesharing: A Survey



Zhiwei Qin , Hongtu Zhu , Jieping Ye


   Access Paper or Ask Questions

Real-world Ride-hailing Vehicle Repositioning using Deep Reinforcement Learning



Yan Jiao , Xiaocheng Tang , Zhiwei Qin , Shuaiji Li , Fan Zhang , Hongtu Zhu , Jieping Ye


   Access Paper or Ask Questions

Value-based Bayesian Meta-reinforcement Learning and Traffic Signal Control



Yayi Zou , Zhiwei Qin


   Access Paper or Ask Questions

Hierarchical Adaptive Contextual Bandits for Resource Constraint based Recommendation



Mengyue Yang , Qingyang Li , Zhiwei Qin , Jieping Ye

* Accepted for publication at WWW (The Web Conference) 2020 

   Access Paper or Ask Questions

Deep Reinforcement Learning for Multi-Driver Vehicle Dispatching and Repositioning Problem



John Holler , Risto Vuorio , Zhiwei Qin , Xiaocheng Tang , Yan Jiao , Tiancheng Jin , Satinder Singh , Chenxi Wang , Jieping Ye

* ICDM 2019 Short Paper 

   Access Paper or Ask Questions

1
2
>>