Search Results for author: Xinshi Zang

Found 3 papers, 2 papers with code

Diagnosing Reinforcement Learning for Traffic Signal Control

no code implementations • 12 May 2019 • Guanjie Zheng, Xinshi Zang, Nan Xu, Hua Wei, Zhengyao Yu, Vikash Gayah, Kai Xu, Zhenhui Li

In this paper, we propose to re-examine the RL approaches through the lens of classic transportation theory.

Deep Reinforcement Learning reinforcement-learning +2

Paper
Add Code

Learning Phase Competition for Traffic Signal Control

1 code implementation • 12 May 2019 • Guanjie Zheng, Yuanhao Xiong, Xinshi Zang, Jie Feng, Hua Wei, Huichu Zhang, Yong Li, Kai Xu, Zhenhui Li

Increasingly available city data and advanced learning techniques have empowered people to improve the efficiency of our city functions.

Reinforcement Learning Reinforcement Learning (RL) +1

Paper
Code

CoLight: Learning Network-level Cooperation for Traffic Signal Control

4 code implementations • 11 May 2019 • Hua Wei, Nan Xu, Huichu Zhang, Guanjie Zheng, Xinshi Zang, Chacha Chen, Wei-Nan Zhang, Yanmin Zhu, Kai Xu, Zhenhui Li

To enable cooperation of traffic signals, in this paper, we propose a model, CoLight, which uses graph attentional networks to facilitate communication.

Multi-agent Reinforcement Learning Reinforcement Learning +1

816

Paper
Code

Cannot find the paper you are looking for? You can Submit a new open access paper.