CoLight: Learning Network-level Cooperation for Traffic Signal Control

11 May 2019

Papers citing "CoLight: Learning Network-level Cooperation for Traffic Signal Control"

50 / 110 papers shown

Title
Large-Scale Traffic Signal Control Using Constrained Network Partition and Adaptive Deep Reinforcement Learning Hankang Gu Shang Wang Xiaoguang Ma Dongyao Jia Guoqiang Mao Eng Gee Lim Cheuk Pong Ryan Wong 16 8 0 21 Mar 2023
DataLight: Offline Data-Driven Traffic Signal Control Li Zhang Yutong Zhang J. Deng Chen Li OffRL 21 0 0 20 Mar 2023
Inequity aversion reduces travel time in the traffic light control problem Mersad Hassanjani Farinaz Alamiyan Harandi Pouria Ramazi 19 0 0 23 Feb 2023
Multi-Agent Reinforcement Learning for Fast-Timescale Demand Response of Residential Loads Vincent Mai Philippe Maisonneuve Tianyu Zhang Hadi Nekoei Liam Paull Antoine Lesage-Landry AI4CE 21 5 0 06 Jan 2023
Scalable Communication for Multi-Agent Reinforcement Learning via Transformer-Based Email Mechanism Xudong Guo Daming Shi Wenhui Fan 22 5 0 05 Jan 2023
A Critical Review of Traffic Signal Control and A Novel Unified View of Reinforcement Learning and Model Predictive Control Approaches for Adaptive Traffic Signal Control Xiaoyu Wang Scott Sanner Baher Abdulhai 22 5 0 26 Nov 2022
Reinforcement learning for traffic signal control in hybrid action space Haoqing Luo Sheng Jin 40 7 0 23 Nov 2022
LibSignal: An Open Library for Traffic Signal Control Hao Mei Xiaoliang Lei Longchao Da Bin Shi Hua Wei AI4TS 24 18 0 19 Nov 2022
DynamicLight: Two-Stage Dynamic Traffic Signal Timing Liang Zhang Yutong Zhang Shubin Xie J. Deng Chen Li 30 0 0 02 Nov 2022
A Bibliometric Analysis and Review on Reinforcement Learning for Transportation Applications Can Li Lei Bai L. Yao S. Waller Wei Liu 35 14 0 26 Oct 2022
ADLight: A Universal Approach of Traffic Signal Control with Augmented Data Using Reinforcement Learning Maonan Wang Yutong Xu Xincheng Xiong Yuheng Kan Chengcheng Xu Man-On Pun 28 7 0 24 Oct 2022
CBLab: Supporting the Training of Large-scale Traffic Control Policies with Scalable Traffic Simulation Chumeng Liang Zherui Huang Yicheng Liu Zhanyu Liu Guanjie Zheng Hanyuan Shi Kan Wu Yuhao Du Fuliang Li Z. Li 88 9 0 03 Oct 2022
Model-based graph reinforcement learning for inductive traffic signal control François-Xavier Devailly Denis Larocque Laurent Charlin 11 6 0 01 Aug 2022
Unified Automatic Control of Vehicular Systems with Reinforcement Learning Zhongxia Yan Abdul Rahman Kreidieh Eugene Vinitsky Alexandre M. Bayen Cathy Wu AI4CE 19 41 0 30 Jul 2022
EMVLight: a Multi-agent Reinforcement Learning Framework for an Emergency Vehicle Decentralized Routing and Traffic Signal Control System Haoran Su Yaofeng Desmond Zhong Joseph Y. J. Chow Biswadip Dey Li Jin 26 38 0 27 Jun 2022
The Real Deal: A Review of Challenges and Opportunities in Moving Reinforcement Learning-Based Traffic Signal Control Systems Towards Reality Rex Chen Fei Fang Norman M. Sadeh 37 8 0 23 Jun 2022
Feudal Multi-Agent Reinforcement Learning with Adaptive Network Partition for Traffic Signal Control Jinming Ma Feng Wu 16 5 0 27 May 2022
Graph Convolutional Reinforcement Learning for Collaborative Queuing Agents Hassan Fawaz Julien Lesca Pham Tran Anh Quang Jérémie Leguay D. Zeghlache P. Medagliani GNN AI4CE 21 4 0 24 May 2022
Cooperative Reinforcement Learning on Traffic Signal Control C. Chao J. Hsieh Bo Wang 8 0 0 23 May 2022
TinyLight: Adaptive Traffic Signal Control on Devices with Extremely Limited Resources Dong Xing Qian Zheng Qianhui Liu Gang Pan 11 7 0 01 May 2022
Multi-Agent Reinforcement Learning for Traffic Signal Control through Universal Communication Method Qize Jiang Minhao Qin Shengmin Shi Weiwei Sun B. Zheng 14 27 0 26 Apr 2022
DynLight: Realize dynamic phase duration with multi-level traffic signal control Li Zhang Shubin Xie J. Deng 40 0 0 07 Apr 2022
Learning to Help Emergency Vehicles Arrive Faster: A Cooperative Vehicle-Road Scheduling Approach Lige Ding Dong Zhao Zhaofengnian Wang Guangping Wang Chang Tan Lei Fan Huadong Ma 18 12 0 20 Feb 2022
Leveraging Queue Length and Attention Mechanisms for Enhanced Traffic Signal Control Optimization Liang Zhang Qiang Wu J. Deng 24 7 0 30 Dec 2021
Intelligent Traffic Light via Policy-based Deep Reinforcement Learning Yue Zhu Mingyu Cai C. Schwarz Junchao Li Shaoping Xiao 20 10 0 27 Dec 2021
Expression might be enough: representing pressure and demand for reinforcement learning based traffic signal control Liang Zhang Qiang Wu Jun Shen Linyuan Lu Bo Du Jianqing Wu 30 34 0 19 Dec 2021
Learning to Share in Multi-Agent Reinforcement Learning Yuxuan Yi G. Li Yaowei Wang Zongqing Lu 22 13 0 16 Dec 2021
Efficient Pressure: Improving efficiency for signalized intersections Qiang Wu Liang Zhang Jun Shen Linyuan Lu Bo Du Jianqing Wu 26 28 0 04 Dec 2021
ModelLight: Model-Based Meta-Reinforcement Learning for Traffic Signal Control Xingshuai Huang Di Wu M. Jenkin Benoit Boulet 13 15 0 15 Nov 2021
The Internet of Federated Things (IoFT): A Vision for the Future and In-depth Survey of Data-driven Approaches for Federated Learning Raed Al Kontar Naichen Shi Xubo Yue Seokhyun Chung E. Byon ... Chinedum Okwudire Garvesh Raskutti R. Saigal Karandeep Singh Ye Zhisheng FedML 49 51 0 09 Nov 2021
Reinforcement Learning for Mixed Autonomy Intersections Zhongxia Yan Cathy Wu 62 29 0 08 Nov 2021
Delayed Propagation Transformer: A Universal Computation Engine towards Practical Control in Cyber-Physical Systems Wenqing Zheng Qiangqiang Guo H. Yang Peihao Wang Zhangyang Wang AI4CE 14 12 0 29 Oct 2021
Scalable Traffic Signal Controls using Fog-Cloud Based Multiagent Reinforcement Learning P. Ha Ha Sikai Chen Runjia Du S. Labi 11 9 0 11 Oct 2021
Deep Reinforcement Q-Learning for Intelligent Traffic Signal Control with Partial Detection Romain Ducrocq N. Farhi 31 15 0 29 Sep 2021
Deep Reinforcement Learning Versus Evolution Strategies: A Comparative Survey Amjad Yousef Majid Serge Saaybi Tomas van Rietbergen Vincent François-Lavet R. V. Prasad Chris Verhoeven OffRL 62 55 0 28 Sep 2021
Back to Basics: Deep Reinforcement Learning in Traffic Signal Control Sierk Kanis Laurens Samson D. Bloembergen Tim Bakker 35 4 0 15 Sep 2021
DynSTGAT: Dynamic Spatial-Temporal Graph Attention Network for Traffic Signal Control Libing Wu Min Wang Dan Wu Jia Wu 26 30 0 12 Sep 2021
EMVLight: A Decentralized Reinforcement Learning Framework for Efficient Passage of Emergency Vehicles Haoran Su Yaofeng Desmond Zhong Biswadip Dey Amit Chakraborty 59 18 0 12 Sep 2021
Graph Attention Network-based Multi-agent Reinforcement Learning for Slicing Resource Management in Dense Cellular Network Yan Shao Rongpeng Li Bing Hu Yingxiao Wu Zhifeng Zhao Honggang Zhang 36 46 0 11 Aug 2021
Independent Reinforcement Learning for Weakly Cooperative Multiagent Traffic Control Problem Chengwei Zhang Shan Jin Wanli Xue Xiaofei Xie Shengyong Chen Rong Chen 37 24 0 22 Apr 2021
Network-wide traffic signal control optimization using a multi-agent deep reinforcement learning Zhenning Li Hao Yu Guohui Zhang Shangjia Dong Cheng-Zhong Xu 21 109 0 20 Apr 2021
Learning to Simulate on Sparse Trajectory Data Hua Wei Chacha Chen Chang-rui Liu Guanjie Zheng Z. Li 22 13 0 22 Mar 2021
Intelligent Electric Vehicle Charging Recommendation Based on Multi-Agent Reinforcement Learning Weijiao Zhang Hao Liu Fan Wang Tong Xu Haoran Xin Dejing Dou Hui Xiong 35 80 0 15 Feb 2021
Multi-intersection Traffic Optimisation: A Benchmark Dataset and a Strong Baseline Hu Wang Hao Chen Qi Wu Congbo Ma Yidong Li Chunhua Shen 22 12 0 24 Jan 2021
MetaVIM: Meta Variationally Intrinsic Motivated Reinforcement Learning for Decentralized Traffic Signal Control Liwen Zhu Peixi Peng Zongqing Lu Xiangqian Wang Yonghong Tian 21 20 0 04 Jan 2021
Cooperative Policy Learning with Pre-trained Heterogeneous Observation Representations Wenlei Shi Xinran Wei Jia Zhang Xiaoyuan Ni Arthur Jiang Jiang Bian Tie-Yan Liu 16 3 0 24 Dec 2020
SMARTS: Scalable Multi-Agent Reinforcement Learning Training School for Autonomous Driving Ming Zhou Jun Luo Julian Villela Yaodong Yang David Rusu ... H. Ammar Hongbo Zhang Wulong Liu Jianye Hao Jun Wang 139 193 0 19 Oct 2020
AttendLight: Universal Attention-Based Reinforcement Learning Model for Traffic Signal Control Afshin Oroojlooy M. Nazari Davood Hajinezhad Jorge Silva 21 84 0 12 Oct 2020
A Traffic Light Dynamic Control Algorithm with Deep Reinforcement Learning Based on GNN Prediction Xiaorong Hu Chenguang Zhao Gang Wang 32 11 0 29 Sep 2020
PDLight: A Deep Reinforcement Learning Traffic Light Control Algorithm with Pressure and Dynamic Light Duration Chenguang Zhao Xiaorong Hu Gang Wang 4 7 0 29 Sep 2020