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This paper introduces a library for cross-simulator comparison of reinforcement learning models in traffic signal control tasks.
Openai gym, 2016
Greg Brockman, Vicki Cheung, Ludwig Pettersson, Jonas Schneider, John Schulman, Jie Tang, and Wojciech Zaremba · 2016
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A survey on reinforcement learning models and algorithms for traffic signal control
Kok-Lim Alvin Yau, Junaid Qadir, Hooi Ling Khoo, Mee Hong Ling, and Peter Komisarczuk · 2017
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Flow: Deep reinforcement learning for control in sumo
Nishant Kheterpal, Kanaad Parvate, Cathy Wu, Aboudy Kreidieh, Eugene Vinitsky, and Alexandre Bayen · 2018
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Microscopic traffic simulation using sumo
Pablo Alvarez Lopez, Michael Behrisch, Laura Bieker-Walz, Jakob Erdmann, Yun-Pang Flötteröd, Robert Hilbrich, Leonhard Lücken, Johannes Rummel, Peter Wagner, and Evamarie Wießner · 2018
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Sim-to-real transfer of robotic control with dynamics randomization
Xue Bin Peng, Marcin Andrychowicz, Wojciech Zaremba, and Pieter Abbeel · 2018
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Intellilight: A reinforcement learning approach for intelligent traffic light control
Hua Wei, Guanjie Zheng, Huaxiu Yao, and Zhenhui Li · 2018
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Multi-agent deep reinforcement learning for large-scale traffic signal control
Tianshu Chu, Jie Wang, Lara Codecà, and Zhaojian Li · 2019
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Reinforcement learning with explainability for traffic signal control
Stefano Giovanni Rizzo, Giovanna Vantini, and Sanjay Chawla · 2019
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Time critic policy gradient methods for traffic signal control in complex and congested scenarios
Stefano Giovanni Rizzo, Giovanna Vantini, and Sanjay Chawla · 2019
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Presslight: Learning max pressure control to coordinate traffic signals in arterial network
Hua Wei, Chacha Chen, Guanjie Zheng, Kan Wu, Vikash Gayah, Kai Xu, and Zhenhui Li · 2019
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Colight: Learning network-level cooperation for traffic signal control
Hua Wei, Nan Xu, Huichu Zhang, Guanjie Zheng, Xinshi Zang, Chacha Chen, Weinan Zhang, Yanmin Zhu, Kai Xu, and Zhenhui Li · 2019
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A survey on traffic signal control methods
Hua Wei, Guanjie Zheng, Vikash Gayah, and Zhenhui Li · 2019
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Learning traffic signal control from demonstrations
Yuanhao Xiong, Guanjie Zheng, Kai Xu, and Zhenhui Li · 2019
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Cityflow: A multi-agent reinforcement learning environment for large scale city traffic scenario
Huichu Zhang, Siyuan Feng, Chang Liu, Yaoyao Ding, Yichen Zhu, Zihan Zhou, Weinan Zhang, Yong Yu, Haiming Jin, and Zhenhui Li · 2019
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Learning phase competition for traffic signal control
Guanjie Zheng, Yuanhao Xiong, Xinshi Zang, Jie Feng, Hua Wei, Huichu Zhang, Yong Li, Kai Xu, and Zhenhui Li · 2019
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Diagnosing reinforcement learning for traffic signal control, 2019
Guanjie Zheng, Xinshi Zang, Nan Xu, Hua Wei, Zhengyao Yu, Vikash Gayah, Kai Xu, and Zhenhui Li · 2019
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Toward a thousand lights: Decentralized deep reinforcement learning for large-scale traffic signal control
Chacha Chen, Hua Wei, Nan Xu, Guanjie Zheng, Ming Yang, Yuanhao Xiong, Kai Xu, and Zhenhui Li · 2020
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Sim-to-real transfer in deep reinforcement learning for robotics: a survey
Wenshuai Zhao, Jorge Peña Queralta, and Tomi Westerlund · 2020
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Reinforcement learning benchmarks for traffic signal control
James Ault and Guni Sharon · 2021
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Ig-rl: Inductive graph reinforcement learning for massive-scale traffic signal control
François-Xavier Devailly, Denis Larocque, and Laurent Charlin · 2021
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A deep reinforcement learning approach for fair traffic signal control
Majid Raeis and Alberto Leon-Garcia · 2021
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Tslib: A unified traffic signal control framework using deep reinforcement learning and benchmarking
Toan V. Tran, Thanh-Nam Doan, and Mina Sartipi · 2021
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Traffic signal control with reinforcement learning based on region-aware cooperative strategy
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Feudal multi-agent deep reinforcement learning for traffic signal control
Jinming Ma and Feng Wu · 2020
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Attendlight: Universal attention-based reinforcement learning model for traffic signal control
Afshin Oroojlooy, Mohammadreza Nazari, Davood Hajinezhad, and Jorge Silva · 2020
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Deep reinforcement learning for traffic signal control: A review
Faizan Rasheed, Kok-Lim Alvin Yau, Rafidah Md Noor, Celimuge Wu, and Yeh-Ching Low · 2020
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A deep on-policy learning agent for traffic signal control of multiple intersections
Chia-Cheng Yen, Dipak Ghosal, Michael Zhang, and Chen-Nee Chuah · 2020
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Metalight: Value-based meta-reinforcement learning for traffic signal control
Xinshi Zang, Huaxiu Yao, Guanjie Zheng, Nan Xu, Kai Xu, and Zhenhui Li · 2020
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Generalight: Improving environment generalization of traffic signal control via meta reinforcement learning
Huichu Zhang, Chang Liu, Weinan Zhang, Guanjie Zheng, and Yong Yu · 2020
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Min Wang, Libing Wu, Jianxin Li, and Liu He · 2021
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Recent advances in reinforcement learning for traffic signal control: A survey of models and evaluation
Hua Wei, Guanjie Zheng, Vikash Gayah, and Zhenhui Li · 2021
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Dynstgat: Dynamic spatial-temporal graph attention network for traffic signal control
Libing Wu, Min Wang, Dan Wu, and Jia Wu · 2021
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Hierarchically and cooperatively learning traffic signal control
Bingyu Xu, Yaowei Wang, Zhaozhi Wang, Huizhu Jia, and Zongqing Lu · 2021
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https://traffic-signal-control.github.io/
Reinforcement learning for traffic signal control · 2022
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A gain with no pain: Exploring intelligent traffic signal control for emergency vehicles
Miaomiao Cao, Victor OK Li, and Qiqi Shuai · 2022
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