Deep Reinforcement Learning for Intelligent Transportation Systems: A Survey

2 May 2020

Papers citing "Deep Reinforcement Learning for Intelligent Transportation Systems: A Survey"

33 / 33 papers shown

Title
Towards Human-Centric Autonomous Driving: A Fast-Slow Architecture Integrating Large Language Model Guidance with Reinforcement Learning Chengkai Xu Jiaqi Liu Yicheng Guo Wenjie Qu Peng Hang Jian Sun 31 0 0 11 May 2025
TeLL-Drive: Enhancing Autonomous Driving with Teacher LLM-Guided Deep Reinforcement Learning Chengkai Xu Jiaqi Liu Shiyu Fang Jian Sun Dong Chen Peng Hang Jian Sun 102 1 0 21 Feb 2025
Integrating LLMs with ITS: Recent Advances, Potentials, Challenges, and Future Directions Doaa Mahmud Hadeel Hajmohamed Shamma Almentheri Shamma Alqaydi Lameya Aldhaheri R. A. Khalil Nasir Saeed AI4TS 40 5 0 08 Jan 2025
OffLight: An Offline Multi-Agent Reinforcement Learning Framework for Traffic Signal Control Rohit Bokade Xiaoning Jin OffRL 39 0 0 10 Nov 2024
Acceleration for Deep Reinforcement Learning using Parallel and Distributed Computing: A Survey Zhihong Liu Xin Xu Peng Qiao Dongsheng Li OffRL 22 2 0 08 Nov 2024
Learning Traffic Signal Control via Genetic Programming Xiao-Cheng Liao Yi Mei Mengjie Zhang 37 6 0 26 Mar 2024
Multi-Objective Optimization Using Adaptive Distributed Reinforcement Learning Jing Tan R. Khalili Holger Karl 23 0 0 13 Mar 2024
A Survey of Generative AI for Intelligent Transportation Systems Huan Yan Yong Li 23 8 0 13 Dec 2023
Traffic Light Control with Reinforcement Learning Tao Pan 28 2 0 28 Aug 2023
Safety of autonomous vehicles: A survey on Model-based vs. AI-based approaches Dimia Iberraken Lounis Adouane 19 1 0 29 May 2023
Deep Reinforcement Learning for Traffic Light Control in Intelligent Transportation Systems Xiao-Yang Liu Ming Zhu S. Borst A. Elwalid 40 8 0 04 Feb 2023
Online Reinforcement Learning in Non-Stationary Context-Driven Environments Pouya Hamadanian Arash Nasr-Esfahany Malte Schwarzkopf Siddartha Sen MohammadIman Alizadeh CLL OffRL 50 0 0 04 Feb 2023
Graph Reinforcement Learning Application to Co-operative Decision-Making in Mixed Autonomy Traffic: Framework, Survey, and Challenges Qi Liu Xueyuan Li Zirui Li Jingda Wu Guodong Du Xinlu Gao Fan Yang Shihua Yuan 49 8 0 06 Nov 2022
Causal Counterfactuals for Improving the Robustness of Reinforcement Learning Tom He Jasmina Gajcin Ivana Dusparic CML 8 5 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
Trustworthy Reinforcement Learning Against Intrinsic Vulnerabilities: Robustness, Safety, and Generalizability Mengdi Xu Zuxin Liu Peide Huang Wenhao Ding Zhepeng Cen Bo-wen Li Ding Zhao 74 45 0 16 Sep 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 35 8 0 23 Jun 2022
Graph Neural Networks in IoT: A Survey Guimin Dong Mingyue Tang Zhiyuan Wang Jiechao Gao Sikun Guo Lihua Cai Robert Gutierrez Brad Campbell Laura E. Barnes M. Boukhechba GNN AI4CE 40 96 0 29 Mar 2022
AI-aided Traffic Control Scheme for M2M Communications in the Internet of Vehicles Haijun Zhang Minghui Jiang Xiangnan Liu Keping Long Victor C. M. Leung 11 3 0 05 Mar 2022
Reinforcement Learning in Practice: Opportunities and Challenges Yuxi Li OffRL 36 9 0 23 Feb 2022
Efficient Pressure: Improving efficiency for signalized intersections Qiang Wu Liang Zhang Jun Shen Linyuan Lu Bo Du Jianqing Wu 23 28 0 04 Dec 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
A Reinforcement Learning Approach for GNSS Spoofing Attack Detection of Autonomous Vehicles Sagar Dasgupta T. Ghosh Mizanur Rahman AAML 13 14 0 19 Aug 2021
Deep Reinforcement Learning for Demand Driven Services in Logistics and Transportation Systems: A Survey Zefang Zong Tao Feng Tong Xia Depeng Jin Yong Li 22 3 0 10 Aug 2021
DRLD-SP: A Deep Reinforcement Learning-based Dynamic Service Placement in Edge-Enabled Internet of Vehicles Anum Talpur M. Gurusamy 16 22 0 11 Jun 2021
Reinforcement Learning-based Dynamic Service Placement in Vehicular Networks Anum Talpur G. Mohan 17 6 0 31 May 2021
Reinforcement Learning for Ridesharing: An Extended Survey Zhiwei Qin Hongtu Zhu Jieping Ye 39 84 0 03 May 2021
Towards Real-World Deployment of Reinforcement Learning for Traffic Signal Control Arthur Muller Vishal S. Rangras Georg Schnittker Michael Waldmann Maxim Friesen Tobias Ferfers Lukas Schreckenberg Florian Hufen J. Jasperneite M. Wiering OffRL 18 14 0 30 Mar 2021
Efficient Deep Reinforcement Learning with Imitative Expert Priors for Autonomous Driving Zhiyu Huang Jingda Wu Chen Lv 19 132 0 19 Mar 2021
A Survey on Deep Reinforcement Learning for Audio-Based Applications S. Latif Heriberto Cuayáhuitl Farrukh Pervez Fahad Shamshad Hafiz Shehbaz Ali Min Zhang OffRL 47 73 0 01 Jan 2021
Deep Reinforcement Learning for Autonomous Driving: A Survey B. R. Kiran Ibrahim Sobh V. Talpaert Patrick Mannion A. A. Sallab S. Yogamani P. Pérez 165 1,631 0 02 Feb 2020
Differential Variable Speed Limits Control for Freeway Recurrent Bottlenecks via Deep Reinforcement learning Yuankai Wu Huachun Tan B. Ran AI4CE 24 17 0 25 Oct 2018
Stabilising Experience Replay for Deep Multi-Agent Reinforcement Learning Jakob N. Foerster Nantas Nardelli Gregory Farquhar Triantafyllos Afouras Philip Torr Pushmeet Kohli Shimon Whiteson OffRL 122 595 0 28 Feb 2017