Single and Multi-Agent Deep Reinforcement Learning for AI-Enabled Wireless Networks: A Tutorial

6 November 2020

Papers citing "Single and Multi-Agent Deep Reinforcement Learning for AI-Enabled Wireless Networks: A Tutorial"

40 / 40 papers shown

Title
AI Agents vs. Agentic AI: A Conceptual Taxonomy, Applications and Challenge Ranjan Sapkota Konstantinos I Roumeliotis Manoj Karkee AI4TS 22 0 0 15 May 2025
Multi-Agent Reinforcement Learning for Resources Allocation Optimization: A Survey Mohamad Abdul Hady Siyi Hu Mahardhika Pratama Jimmy Cao Ryszard Kowalczyk 24 0 0 29 Apr 2025
Generative Multi-Agent Q-Learning for Policy Optimization: Decentralized Wireless Networks Talha Bozkus U. Mitra OffRL 34 0 0 07 Mar 2025
Provable Performance Bounds for Digital Twin-driven Deep Reinforcement Learning in Wireless Networks: A Novel Digital-Twin Bisimulation Metric Zhenyu Tao Wei Xu Xiaohu You OffRL 59 0 0 25 Feb 2025
Semantic-Aware Resource Management for C-V2X Platooning via Multi-Agent Reinforcement Learning Zhiyu Shao Qiong Wu Pingyi Fan Kezhi Wang Q. Fan Wen Chen Khaled B. Letaief 32 2 0 07 Nov 2024
Multi-Agent Deep Q-Network with Layer-based Communication Channel for Autonomous Internal Logistics Vehicle Scheduling in Smart Manufacturing Mohammad Feizabadi Arman Hosseini Zakaria Yahouni 28 0 0 01 Nov 2024
A Multi-Agent Reinforcement Learning Testbed for Cognitive Radio Applications Sriniketh Vangaru Daniel Rosen Dylan Green Raphael Rodriguez Maxwell Wiecek Amos Johnson Alyse M. Jones William C. Headley 22 1 0 28 Oct 2024
Parallel Digital Twin-driven Deep Reinforcement Learning for User Association and Load Balancing in Dynamic Wireless Networks Zhenyu Tao Wei Xu Xiaohu You 27 1 0 10 Oct 2024
MA-CDMR: An Intelligent Cross-domain Multicast Routing Method based on Multiagent Deep Reinforcement Learning in Multi-domain SDWN Miao Ye Hongwen Hu Xiaoli Wang Yuping Wang Yong Wang Wen Peng Jihao Zheng 23 1 0 27 Aug 2024
GNN-Empowered Effective Partial Observation MARL Method for AoI Management in Multi-UAV Network Yuhao Pan Xiucheng Wang Zhiyao Xu Nan Cheng Wenchao Xu Jun-Jie Zhang 25 2 0 18 Aug 2024
Map2Traj: Street Map Piloted Zero-shot Trajectory Generation with Diffusion Model Zhenyu Tao Wei Xu Xiaohu You 26 0 0 29 Jul 2024
Toward Enhanced Reinforcement Learning-Based Resource Management via Digital Twin: Opportunities, Applications, and Challenges Nan Cheng Xiucheng Wang Zan Li Zhisheng Yin Tom H. Luan Xuemin Shen 18 14 0 12 Jun 2024
Beyond the Edge: An Advanced Exploration of Reinforcement Learning for Mobile Edge Computing, its Applications, and Future Research Trajectories Ning Yang Shuo Chen Haijun Zhang Randall Berry OffRL 29 5 0 22 Apr 2024
UAV-enabled Collaborative Beamforming via Multi-Agent Deep Reinforcement Learning Saichao Liu Geng Sun Jiahui Li Shuang Liang Qingqing Wu Pengfei Wang Dusit Niyato 20 3 0 11 Apr 2024
Decentralized Learning Strategies for Estimation Error Minimization with Graph Neural Networks Xingran Chen Navid Naderializadeh Alejandro Ribeiro Shirin Saeedi Bidokhti 82 1 0 04 Apr 2024
A Survey on Applications of Reinforcement Learning in Spatial Resource Allocation Di Zhang Moyang Wang Joseph D Mango Xiang Li Xianrui Xu 37 1 0 06 Mar 2024
Emergent Communication Protocol Learning for Task Offloading in Industrial Internet of Things Salwa Mostafa Mateus P. Mota Álvaro Valcarce M. Bennis OffRL 11 3 0 23 Jan 2024
Semi-Supervised Learning Approach for Efficient Resource Allocation with Network Slicing in O-RAN Salar Nouri Naghadeh Mojdeh Karbalaee Motalleb V. Shah-Mansouri Seyed Pooya Shariatpanahi 12 1 0 16 Jan 2024
Digital Twin Assisted Deep Reinforcement Learning for Online Admission Control in Sliced Network Zhenyu Tao Weihong Xu Xiaohu You OffRL 25 3 0 07 Oct 2023
Causal Reasoning: Charting a Revolutionary Course for Next-Generation AI-Native Wireless Networks Christo Kurisummoottil Thomas Christina Chaccour Walid Saad Merouane Debbah C. Hong 21 20 0 23 Sep 2023
Safe and Accelerated Deep Reinforcement Learning-based O-RAN Slicing: A Hybrid Transfer Learning Approach A. M. Nagib H. Abou-zeid Hossam S. Hassanein 22 10 0 13 Sep 2023
Heterogeneous 360 Degree Videos in Metaverse: Differentiated Reinforcement Learning Approaches Wen-li Yu Junfeng Zhao 16 1 0 08 Aug 2023
Learning-Augmented Decentralized Online Convex Optimization in Networks Pengfei Li Jianyi Yang Adam Wierman Shaolei Ren OffRL 18 1 0 16 Jun 2023
Intelligent multicast routing method based on multi-agent deep reinforcement learning in SDWN Hongwen Hu Miao Ye Chenwei Zhao Qiuxiang Jiang Yong Wang Hongbing Qiu Xiaofang Deng 4 2 0 12 May 2023
UAV-Assisted Space-Air-Ground Integrated Networks: A Technical Review of Recent Learning Algorithms A. H. Arani Peng Hu Yeying Zhu 17 4 0 27 Nov 2022
Intelligent Computing: The Latest Advances, Challenges and Future Shiqiang Zhu Ting Yu Tao Xu Hongyang Chen Schahram Dustdar ... Tariq S. Durrani Huaimin Wang Jiangxing Wu Tongyi Zhang Yunhe Pan AI4CE 25 117 0 21 Nov 2022
Deep Reinforcement Learning for Power Control in Next-Generation WiFi Network Systems Ziad El Jamous Kemal Davaslioglu Y. Sagduyu 11 3 0 02 Nov 2022
Explainable AI over the Internet of Things (IoT): Overview, State-of-the-Art and Future Directions Senthil Kumar Jagatheesaperumal Viet Quoc Pham Rukhsana Ruby Zhaohui Yang Chunmei Xu Zhaoyang Zhang 24 50 0 02 Nov 2022
Toward Safe and Accelerated Deep Reinforcement Learning for Next-Generation Wireless Networks A. M. Nagib H. Abou-zeid Hossam S. Hassanein 11 10 0 16 Sep 2022
On the Near-Optimality of Local Policies in Large Cooperative Multi-Agent Reinforcement Learning Washim Uddin Mondal Vaneet Aggarwal S. Ukkusuri 21 5 0 07 Sep 2022
Deep Reinforcement Learning for Data-Driven Adaptive Scanning in Ptychography M. Schloz Johannes Müller T. Pekin W. V. D. Broek C. Koch 20 7 0 29 Mar 2022
Reinforcement Learning-Empowered Mobile Edge Computing for 6G Edge Intelligence Pengjin Wei Kun Guo Ye Li Jue Wang W. Feng Shi Jin Ning Ge Ying-Chang Liang 21 45 0 27 Jan 2022
Reinforcement Learning for Intelligent Healthcare Systems: A Comprehensive Survey A. Abdellatif N. Mhaisen Z. Chkirbene Amr M. Mohamed A. Erbad M. Guizani OffRL AI4TS 15 21 0 05 Aug 2021
Decentralized Multi-Agent Reinforcement Learning for Task Offloading Under Uncertainty Yuanchao Xu Amal Feriani E. Hossain OffRL 14 4 0 16 Jul 2021
Deep Multiagent Reinforcement Learning: Challenges and Directions Annie Wong Thomas Bäck Anna V. Kononova Aske Plaat AI4CE 26 87 0 29 Jun 2021
AoI-Aware Resource Allocation for Platoon-Based C-V2X Networks via Multi-Agent Multi-Task Reinforcement Learning Mohammad Parvini M. Javan Nader Mokari B. Abbasi Eduard Axel Jorswieck OffRL 21 55 0 10 May 2021
Pervasive AI for IoT applications: A Survey on Resource-efficient Distributed Artificial Intelligence Emna Baccour N. Mhaisen A. Abdellatif A. Erbad Amr M. Mohamed Mounir Hamdi Mohsen Guizani 26 86 0 04 May 2021
Distributed Learning in Wireless Networks: Recent Progress and Future Challenges Mingzhe Chen Deniz Gündüz Kaibin Huang Walid Saad M. Bennis Aneta Vulgarakis Feljan H. Vincent Poor 19 401 0 05 Apr 2021
A Finite Time Analysis of Two Time-Scale Actor Critic Methods Yue Wu Weitong Zhang Pan Xu Quanquan Gu 88 145 0 04 May 2020
MAVEN: Multi-Agent Variational Exploration Anuj Mahajan Tabish Rashid Mikayel Samvelyan Shimon Whiteson DRL 133 355 0 16 Oct 2019