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Recent advances in deep reinforcement learning (DRL) have largely promoted the performance of adaptive traffic signal control (ATSC).
Settings for fixed-cycle traffic signals
Alan J Miller · 1963
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SCOOT - A traffic responsive method of coordinating signals
PB Hunt, DI Robertson, RD Bretherton, and RI Winton · 1981
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Multilayer feedforward networks are universal approximators
Kurt Hornik, Maxwell B. Stinchcombe, and Halbert White · 1989
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Self-organizing traffic lights: A realistic simulation
Seung-Bae Cools, Carlos Gershenson, and Bart D’Hooghe · 2008
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The max-pressure controller for arbitrary networks of signalized intersections
Pravin Varaiya · 2013
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Assessment of adaptive traffic signal control using hardware in the loop simulation
Hossam Abdelgawad, Kasra Rezaee, Samah El-Tantawy, Baher Abdulhai, and Tamer Abdulazim · 2015
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Attention is all you need
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N. Gomez, Lukasz Kaiser, and Illia Polosukhin · 2017
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Machine learning in resource-scarce embedded systems, FPGAs, and end-devices: A survey
Sérgio Branco, André G Ferreira, and Jorge Cabral · 2019
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Before and after-implementation studies of advanced signal control technologies in Florida
Lily Elefteriadou, Pruthvi Manjunatha, Sivaramakrishnan Srinivasan, Scott Washburn, Yafeng Yin, Xi Duan, Marian Ankomah, Yinan Zheng, Thomas Chase, Tyler Valila, et al · 2019
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Neural architecture search: A survey
Thomas Elsken, Jan Hendrik Metzen, and Frank Hutter · 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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Global Practices on Road Traffic Signal Control: Fixed-time Control at Isolated Intersections
Keshuang Tang, Manfred Boltze, Hideki Nakamura, and Zong Tian · 2019
Cited alongside, same era.
PressLight: Learning max pressure control to coordinate traffic signals in arterial network
Hua Wei, Chacha Chen, Guanjie Zheng, Kan Wu, Vikash V. Gayah, Kai Xu, and Zhenhui Li · 2019
Cited alongside, same era.
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
Cited alongside, same era.
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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Effective AER object classification using segmented probability-maximization learning in spiking neural networks
Qianhui Liu, Haibo Ruan, Dong Xing, Huajin Tang, and Gang Pan · 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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Recent advances in reinforcement learning for traffic signal control: A survey of models and evaluation
Hua Wei, Guanjie Zheng, Vikash V. Gayah, and Zhenhui Li · 2020
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MaCAR: Urban traffic light control via active multi-agent communication and action rectification
Zhengxu Yu, Shuxian Liang, Long Wei, Zhongming Jin, Jianqiang Huang, Deng Cai, Xiaofei He, and Xian-Sheng Hua · 2020
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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
Cited alongside, same era.
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
Cited alongside, same era.
EcoLight: Intersection control in developing regions under extreme budget and network constraints
Sachin Chauhan, Kashish Bansal, and Rijurekha Sen · 2020
Cited alongside, same era.
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Dynamic lane traffic signal control with group attention and multi-timescale reinforcement learning
Qize Jiang, Jingze Li, Weiwei Sun, and Baihua Zheng · 2021
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Learning with generated teammates to achieve type-free ad-hoc teamwork
Dong Xing, Qianhui Liu, Qian Zheng, and Gang Pan · 2021
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Sample complexity of policy gradient finding second-order stationary points
Long Yang, Qian Zheng, and Gang Pan · 2021
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