Constrained Multi-Agent Reinforcement Learning for Managing Electric Self-Driving Taxis. - Zhaoxing Yang; Guiyun Fan; Haiming Jin (ICPADS, 2021)

Multi-Agent Reinforcement Learning for Urban Crowd Sensing with For-Hire Vehicles. - Rong Ding; Zhaoxing Yang; Yifei Wei; Haiming Jin; Xinbing Wang (INFOCOM, 2021)

DeCOM: Decomposed Policy for Constrained Cooperative Multi-Agent Reinforcement Learning. - Zhaoxing Yang; Rong Ding; Haiming Jin; Yifei Wei; Haoyi You; Guiyun Fan; Xiaoying Gan; Xinbing Wang (CoRR, 2021)

Optimizing Long-Term Efficiency and Fairness in Ride-Hailing via Joint Order Dispatching and Driver Repositioning. - Jiahui Sun; Haiming Jin; Zhaoxing Yang; Lu Su; Xinbing Wang (KDD, 2022)

User-Oriented Robust Reinforcement Learning. - Haoyi You; Beichen Yu; Haiming Jin; Zhaoxing Yang; Jiahui Sun; Xinbing Wang (CoRR, 2022)

Enabling Optimal Control Under Demand Elasticity for Electric Vehicle Charging Systems. - Guiyun Fan; Zhaoxing Yang; Haiming Jin; Xiaoying Gan; Xinbing Wang (IEEE Trans. Mob. Comput., 2022)

Joint Charging and Relocation Recommendation for E-Taxi Drivers via Multi-Agent Mean Field Hierarchical Reinforcement Learning. - Enshu Wang; Rong Ding; Zhaoxing Yang; Haiming Jin; Chenglin Miao; Lu Su 001; Fan Zhang 019; Chunming Qiao; Xinbing Wang (IEEE Trans. Mob. Comput., 2022)

DeCOM: Decomposed Policy for Constrained Cooperative Multi-Agent Reinforcement Learning. - Zhaoxing Yang; Haiming Jin; Rong Ding; Haoyi You; Guiyun Fan; Xinbing Wang; Chenghu Zhou (AAAI, 2023)

User-Oriented Robust Reinforcement Learning. - Haoyi You; Beichen Yu; Haiming Jin; Zhaoxing Yang; Jiahui Sun (AAAI, 2023)

Multi-Intersection Management for Connected Autonomous Vehicles by Reinforcement Learning. - Haiming Jin; Yifei Wei; Zhaoxing Yang; Zirui Liu 009; Guiyun Fan (ICDCS, 2023)

Risk-Aware Constrained Reinforcement Learning with Non-Stationary Policies. - Zhaoxing Yang; Haiming Jin; Yao Tang; Guiyun Fan (AAMAS, 2024)

Rethinking Order Dispatching in Online Ride-Hailing Platforms. - Zhaoxing Yang; Haiming Jin; Guiyun Fan; Min Lu 004; Yiran Liu; Xinlang Yue; Hao Pan; Zhe Xu 003; Guobin Wu 001; Qun Li; Xiaotong Wang; Jiecheng Guo (KDD, 2024)

Optimizing Long-Term Efficiency and Fairness in Ride-Hailing Under Budget Constraint via Joint Order Dispatching and Driver Repositioning. - Jiahui Sun; Haiming Jin; Zhaoxing Yang; Lu Su 001 (IEEE Trans. Knowl. Data Eng., 2024)

Learning to Accelerate Traffic Allocation Over Large-Scale Networks. - Zhaoxing Yang; Guiyun Fan; Anjie Cao; Yuchen Guo; Wenlong Li; Tianyuan Liu; Haiming Jin (INFOCOM, 2025)