Title
TransWorldNG: Traffic Simulation via Foundation Model Dingsu Wang Xuhong Wang Liang Chen Shengyue Yao Mi Jing Honghai Li Li Li Shiqiang Bao Feiyue Wang Yilun Lin 47 13 0 25 May 2023
From Model-Based to Data-Driven Simulation: Challenges and Trends in Autonomous Driving Ferdinand Mutsch Helen Gremmelmaier Nicolas Becker Daniel Bogdoll M. Zofka J. Marius Zöllner 80 9 0 23 May 2023
More Like Real World Game Challenge for Partially Observable Multi-Agent Cooperation Meng Yao Xueou Feng Qiyue Yin 85 0 0 15 May 2023
Reinforcement Learning Approaches for Traffic Signal Control under Missing Data Hao Mei Junxian Li Bin Shi Hua Wei 94 12 0 21 Apr 2023
HumanLight: Incentivizing Ridesharing via Human-centric Deep Reinforcement Learning in Traffic Signal Control Dimitris M. Vlachogiannis Hua Wei S. Moura Jane Macfarlane 85 8 0 05 Apr 2023
A Survey of Machine Learning-Based Ride-Hailing Planning Dacheng Wen Yupeng Li F. Lau 68 4 0 26 Mar 2023
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 58 9 0 21 Mar 2023
DataLight: Offline Data-Driven Traffic Signal Control Li Zhang Yutong Zhang J. Deng Chen Li OffRL 65 0 0 20 Mar 2023
Deploying Offline Reinforcement Learning with Human Feedback Ziniu Li Kelvin Xu Liu Liu Lanqing Li Deheng Ye P. Zhao OffRL 93 2 0 13 Mar 2023
Demonstration-guided Deep Reinforcement Learning for Coordinated Ramp Metering and Perimeter Control in Large Scale Networks Zijian Hu Wei-Ying Ma 39 5 0 04 Mar 2023
Inequity aversion reduces travel time in the traffic light control problem Mersad Hassanjani Farinaz Alamiyan Harandi Pouria Ramazi 31 0 0 23 Feb 2023
Off-the-Grid MARL: Datasets with Baselines for Offline Multi-Agent Reinforcement Learning Claude Formanek Asad Jeewa Jonathan P. Shock Arnu Pretorius OffRL 115 2 0 01 Feb 2023
The OpenCDA Open-source Ecosystem for Cooperative Driving Automation Research Runsheng Xu Hao Xiang Xu Han Xin Xia Zonglin Meng Chia-Ju Chen Jiaqi Ma 100 71 0 18 Jan 2023
LibSignal: An Open Library for Traffic Signal Control Hao Mei Xiaoliang Lei Longchao Da Bin Shi Hua Wei AI4TS 73 24 0 19 Nov 2022
DynamicLight: Two-Stage Dynamic Traffic Signal Timing Liang Zhang Yutong Zhang Shubin Xie J. Deng Chen Li 53 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 81 16 0 26 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 169 11 0 03 Oct 2022
Modeling Network-level Traffic Flow Transitions on Sparse Data Xiaoliang Lei Hao Mei Bin Shi Hua Wei 71 21 0 13 Aug 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 100 9 0 23 Jun 2022
From Multi-agent to Multi-robot: A Scalable Training and Evaluation Platform for Multi-robot Reinforcement Learning Zhiuxan Liang Jiannong Cao Shan Jiang Divya Saxena Jinlin Chen Huafeng Xu 57 10 0 20 Jun 2022
A Survey on Model-based Reinforcement Learning Fan Luo Tian Xu Hang Lai Xiong-Hui Chen Weinan Zhang Yang Yu OffRL LRM 125 110 0 19 Jun 2022
Consensus Learning for Cooperative Multi-Agent Reinforcement Learning Zhiwei Xu Bin Zhang Dapeng Li Zeren Zhang Guangchong Zhou Hao Chen Guoliang Fan 86 15 0 06 Jun 2022
Feudal Multi-Agent Reinforcement Learning with Adaptive Network Partition for Traffic Signal Control Jinming Ma Feng Wu 18 5 0 27 May 2022
TinyLight: Adaptive Traffic Signal Control on Devices with Extremely Limited Resources Dong Xing Qian Zheng Qianhui Liu Gang Pan 62 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 44 29 0 26 Apr 2022
DynLight: Realize dynamic phase duration with multi-level traffic signal control Li Zhang Shubin Xie J. Deng 69 0 0 07 Apr 2022
An Introduction to Multi-Agent Reinforcement Learning and Review of its Application to Autonomous Mobility Lukas M. Schmidt Johanna Brosig Axel Plinge Bjoern M. Eskofier Christopher Mutschler 95 34 0 15 Mar 2022
A Decentralized Communication Framework based on Dual-Level Recurrence for Multi-Agent Reinforcement Learning Jingchen Li Haobin Shi Kao-Shing Hwang 34 3 0 22 Feb 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 33 12 0 20 Feb 2022
Offline Reinforcement Learning for Road Traffic Control Mayuresh Kunjir Sanjay Chawla OffRL 70 4 0 07 Jan 2022
Leveraging Queue Length and Attention Mechanisms for Enhanced Traffic Signal Control Optimization Liang Zhang Qiang Wu J. Deng 54 8 0 30 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 94 36 0 19 Dec 2021
Learning to Share in Multi-Agent Reinforcement Learning Yuxuan Yi G. Li Yaowei Wang Zongqing Lu 88 13 0 16 Dec 2021
Efficient Pressure: Improving efficiency for signalized intersections Qiang Wu Liang Zhang Jun Shen Linyuan Lu Bo Du Jianqing Wu 86 29 0 04 Dec 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 46 12 0 29 Oct 2021
Learning to Simulate Self-Driven Particles System with Coordinated Policy Optimization Zhenghao Peng Quanyi Li Ka-Ming Hui Chunxiao Liu Bolei Zhou 86 63 0 26 Oct 2021
MetaDrive: Composing Diverse Driving Scenarios for Generalizable Reinforcement Learning Quanyi Li Zhenghao Peng Lan Feng Qihang Zhang Zhenghai Xue Bolei Zhou 127 262 0 26 Sep 2021
Back to Basics: Deep Reinforcement Learning in Traffic Signal Control Sierk Kanis Laurens Samson D. Bloembergen Tim Bakker 76 4 0 15 Sep 2021
DynSTGAT: Dynamic Spatial-Temporal Graph Attention Network for Traffic Signal Control Libing Wu Min Wang Dan Wu Jia Wu 56 35 0 12 Sep 2021
Space Meets Time: Local Spacetime Neural Network For Traffic Flow Forecasting Song Yang Jiamou Liu Kaiqi Zhao AI4TS 47 18 0 11 Sep 2021
Eden: A Unified Environment Framework for Booming Reinforcement Learning Algorithms Ruizhi Chen Xiaoyu Wu Yansong Pan Kaizhao Yuan Ling Li ... Shaohui Peng Xishan Zhang Zidong Du Qi Guo Yunji Chen OffRL 61 3 0 04 Sep 2021
Towards a Very Large Scale Traffic Simulator for Multi-Agent Reinforcement Learning Testbeds Zijian Hu Chengxiang Zhuge Wei-Ying Ma AI4CE 13 6 0 28 May 2021
Objective-aware Traffic Simulation via Inverse Reinforcement Learning Guanjie Zheng Hanyang Liu Kai Xu Z. Li 74 11 0 20 May 2021
Learning to Route via Theory-Guided Residual Network Chang-rui Liu Guanjie Zheng Z. Li 34 4 0 18 May 2021
Independent Reinforcement Learning for Weakly Cooperative Multiagent Traffic Control Problem Chengwei Zhang Shan Jin Wanli Xue Xiaofei Xie Shengyong Chen Rong Chen 75 26 0 22 Apr 2021
Two-stage training algorithm for AI robot soccer Taeyoung Kim L. Vecchietti Kyujin Choi Sanem Sariel Dongsoo Har 120 7 0 13 Apr 2021
Learning to Simulate on Sparse Trajectory Data Hua Wei Chacha Chen Chang-rui Liu Guanjie Zheng Z. Li 45 13 0 22 Mar 2021
MetaVIM: Meta Variationally Intrinsic Motivated Reinforcement Learning for Decentralized Traffic Signal Control Liwen Zhu Peixi Peng Zongqing Lu Xiangqian Wang Yonghong Tian 65 21 0 04 Jan 2021
Multi-Objective Optimization of the Textile Manufacturing Process Using Deep-Q-Network Based Multi-Agent Reinforcement Learning Zhenglei He K. Tran S. Thomassey Xianyi Zeng Jie Xu Changhai Yi AI4CE 32 66 0 02 Dec 2020
StressNet: Deep Learning to Predict Stress With Fracture Propagation in Brittle Materials Yinan Wang Diane Oyen Weihong Guo A. Mehta Cory Braker Scott N. Panda M. G. Fernández-Godino G. Srinivasan Xiaowei Yue AI4CE 61 32 0 20 Nov 2020