Applications of Deep Reinforcement Learning in Communications and Networking: A Survey

18 October 2018

Dusit Niyato

Papers citing "Applications of Deep Reinforcement Learning in Communications and Networking: A Survey"

50 / 202 papers shown

Title
Moderate Actor-Critic Methods: Controlling Overestimation Bias via Expectile Loss Ukjo Hwang Songnam Hong OffRL 31 0 0 14 Apr 2025
Robo-taxi Fleet Coordination at Scale via Reinforcement Learning Luigi Tresca Carolin Schmidt James Harrison Filipe Rodrigues G. Zardini Daniele Gammelli Marco Pavone 30 2 0 08 Apr 2025
Towards Better Alignment: Training Diffusion Models with Reinforcement Learning Against Sparse Rewards Zijing Hu Fengda Zhang Long Chen Kun Kuang Jiahui Li Kaifeng Gao Jun Xiao X. Wang Wenwu Zhu EGVM 51 0 0 14 Mar 2025
Multi-Agent DRL for Queue-Aware Task Offloading in Hierarchical MEC-Enabled Air-Ground Networks Muhammet Hevesli A. Mohammed Seid A. Erbad M. Abdallah 51 0 0 05 Mar 2025
AoI-Sensitive Data Forwarding with Distributed Beamforming in UAV-Assisted IoT Zifan Lang Guixia Liu Geng Sun Jiahui Li Zemin Sun Jiacheng Wang Victor C. M. Leung 80 0 0 13 Feb 2025
Towards General-Purpose Model-Free Reinforcement Learning Scott Fujimoto P. DÓro Amy Zhang Yuandong Tian Michael Rabbat OffRL 36 3 0 28 Jan 2025
An Offline Multi-Agent Reinforcement Learning Framework for Radio Resource Management Eslam Eldeeb Hirley Alves OffRL 75 0 0 22 Jan 2025
Deep Reinforcement Learning for Digital Twin-Oriented Complex Networked Systems Jiaqi Wen Bogdan Gabrys Katarzyna Musial AI4CE 24 0 0 09 Nov 2024
Acceleration for Deep Reinforcement Learning using Parallel and Distributed Computing: A Survey Zhihong Liu Xin Xu Peng Qiao Dongsheng Li OffRL 20 2 0 08 Nov 2024
Dynamic Weight Adjusting Deep Q-Networks for Real-Time Environmental Adaptation Xinhao Zhang Jinghan Zhang Wujun Si Kunpeng Liu 38 0 0 04 Nov 2024
FairStream: Fair Multimedia Streaming Benchmark for Reinforcement Learning Agents Jannis Weil Jonas Ringsdorf Julian Barthel Yi-Ping Phoebe Chen Tobias Meuser OffRL 29 0 0 28 Oct 2024
Reinfier and Reintrainer: Verification and Interpretation-Driven Safe Deep Reinforcement Learning Frameworks Zixuan Yang Jiaqi Zheng Guihai Chen OffRL 26 0 0 19 Oct 2024
Offline and Distributional Reinforcement Learning for Radio Resource Management Eslam Eldeeb Hirley Alves OffRL 33 2 0 25 Sep 2024
Artificial Intelligence for Secured Information Systems in Smart Cities: Collaborative IoT Computing with Deep Reinforcement Learning and Blockchain Amin Zakaie Far Mohammad Zakaie Far Sonia Gharibzadeh Shiva Zangeneh Leila Amini Morteza Rahimi Morteza Rahimi Saeed Asadi 26 5 0 24 Sep 2024
cc-DRL: a Convex Combined Deep Reinforcement Learning Flight Control Design for a Morphing Quadrotor Tao Yang Huai-Ning Wu Jun-Wei Wang 31 0 0 23 Aug 2024
Robust Iterative Value Conversion: Deep Reinforcement Learning for Neurochip-driven Edge Robots Y. Kadokawa Tomohito Kodera Yoshihisa Tsurumine Shinya Nishimura Takamitsu Matsubara 29 1 0 23 Aug 2024
Latency-Aware Resource Allocation for Mobile Edge Generation and Computing via Deep Reinforcement Learning Yinyu Wu Xuhui Zhang Jinke Ren Huijun Xing Yanyan Shen Shuguang Cui 22 1 0 04 Aug 2024
How to Choose a Reinforcement-Learning Algorithm Fabian Bongratz Vladimir Golkov Lukas Mautner Luca Della Libera Frederik Heetmeyer Felix Czaja Julian Rodemann Daniel Cremers 21 1 0 30 Jul 2024
Integrated Communications and Security: RIS-Assisted Simultaneous Transmission and Generation of Secret Keys Ning Gao Yuze Yao Shi Jin Cen Li M. Matthaiou 19 0 0 29 Jul 2024
Event-Triggered Reinforcement Learning Based Joint Resource Allocation for Ultra-Reliable Low-Latency V2X Communications Nasir Khan Sinem Coleri 22 1 0 18 Jul 2024
Digital Twin Vehicular Edge Computing Network: Task Offloading and Resource Allocation Yu Xie Qiong Wu Pingyi Fan 19 1 0 16 Jul 2024
Resource Allocation for Twin Maintenance and Computing Task Processing in Digital Twin Vehicular Edge Computing Network Yu Xie Qiong Wu Pingyi Fan Nan Cheng Wen Chen Jiangzhou Wang Khaled B. Letaief 20 0 0 10 Jul 2024
Design Optimization of NOMA Aided Multi-STAR-RIS for Indoor Environments: A Convex Approximation Imitated Reinforcement Learning Approach Y. Park Sheikh Salman Hassan Y. Tun Eui-nam Huh Walid Saad Choong Seon Hong 19 2 0 19 Jun 2024
Adaptive Layer Splitting for Wireless LLM Inference in Edge Computing: A Model-Based Reinforcement Learning Approach Yuxuan Chen Rongpeng Li Xiaoxue Yu Zhifeng Zhao Honggang Zhang 34 9 0 03 Jun 2024
Applications of Generative AI (GAI) for Mobile and Wireless Networking: A Survey Thai-Hoc Vu Senthil Kumar Jagatheesaperumal Minh-Duong Nguyen Nguyen Van Huynh Sunghwan Kim Viet Quoc Pham 33 8 0 30 May 2024
Survey of Graph Neural Network for Internet of Things and NextG Networks Sabarish Krishna Moorthy Jithin Jagannath 32 2 0 27 May 2024
Stochastic Q-learning for Large Discrete Action Spaces Fares Fourati Vaneet Aggarwal Mohamed-Slim Alouini OffRL 39 2 0 16 May 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
Communication-Efficient Large-Scale Distributed Deep Learning: A Comprehensive Survey Feng Liang Zhen Zhang Haifeng Lu Victor C. M. Leung Yanyi Guo Xiping Hu GNN 29 6 0 09 Apr 2024
Multiple Access in the Era of Distributed Computing and Edge Intelligence Nikos G. Evgenidis Nikos A. Mitsiou Vasiliki I. Koutsioumpa Sotiris A. Tegos P. Diamantoulakis G. Karagiannidis 36 8 0 26 Feb 2024
Conservative and Risk-Aware Offline Multi-Agent Reinforcement Learning for Digital Twins Eslam Eldeeb Houssem Sifaou Osvaldo Simeone M. Shehab Hirley Alves OffRL 40 3 0 13 Feb 2024
Data-driven Energy Efficiency Modelling in Large-scale Networks: An Expert Knowledge and ML-based Approach David López-Pérez Antonio De Domenico Nicola Piovesan Merouane Debbah 23 7 0 31 Dec 2023
Multi-agent Reinforcement Learning: A Comprehensive Survey Dom Huh Prasant Mohapatra AI4CE 28 8 0 15 Dec 2023
Mobile Edge Computing and AI Enabled Web3 Metaverse over 6G Wireless Communications: A Deep Reinforcement Learning Approach Wen-li Yu Terence Jie Chua Jun Zhao 19 0 0 11 Dec 2023
Handover Protocol Learning for LEO Satellite Networks: Access Delay and Collision Minimization Ju-Hyung Lee C. Park Soohyun Park A. Molisch 11 8 0 31 Oct 2023
Orchestration of Emulator Assisted Mobile Edge Tuning for AI Foundation Models: A Multi-Agent Deep Reinforcement Learning Approach Wen-li Yu Terence Jie Chua Junfeng Zhao 21 2 0 26 Oct 2023
Enhancing Secrecy in UAV RSMA Networks: Deep Unfolding Meets Deep Reinforcement Learning Abuzar B. M. Adam Mohammed A. M. Elhassan 13 3 0 30 Sep 2023
Fundamental Limits of Deep Learning-Based Binary Classifiers Trained with Hinge Loss T. Getu Georges Kaddoum M. Bennis 32 1 0 13 Sep 2023
A Review of the In-Network Computing and Its Role in the Edge-Cloud Continuum Manel Gherari Fatemeh Aghaali Akbari Sama Habibi Soukaina Ouledsidi Ali Zakaria Ait Hmitti ... H. Elbiaze Özgür Erçetin Y. Ghamri-Doudane R. Glitho W. Ajib 14 0 0 04 Aug 2023
Formally Explaining Neural Networks within Reactive Systems Shahaf Bassan Guy Amir Davide Corsi Idan Refaeli Guy Katz AAML 19 15 0 31 Jul 2023
Information-Based Heavy Hitters for Real-Time DNS Data Exfiltration Detection and Prevention Yarin Ozery Asaf Nadler A. Shabtai 11 5 0 05 Jul 2023
Graph Agent Network: Empowering Nodes with Decentralized Communications Capabilities for Adversarial Resilience Ao Liu Wenshan Li Tao Li Beibei Li Hanyuan Huang Guangquan Xu Pan Zhou AAML 39 0 0 12 Jun 2023
Fast Context Adaptation in Cost-Aware Continual Learning Seyyidahmed Lahmer Federico Mason Federico Chiariotti Andrea Zanella 16 1 0 06 Jun 2023
Physical Layer Authentication and Security Design in the Machine Learning Era T. M. Hoang Alireza Vahid H. Tuan L. Hanzo 22 17 0 16 May 2023
Sustainable AIGC Workload Scheduling of Geo-Distributed Data Centers: A Multi-Agent Reinforcement Learning Approach Siyue Zhang Minrui Xu Wei Yang Bryan Lim Dusit Niyato 11 6 0 17 Apr 2023
Active RIS-aided EH-NOMA Networks: A Deep Reinforcement Learning Approach Zhaoyuan Shi Huabing Lu Xianzhong Xie Helin Yang Chongwen Huang Jun Cai Zhiguo Ding 11 8 0 11 Apr 2023
Distributed Multi-Agent Deep Q-Learning for Fast Roaming in IEEE 802.11ax Wi-Fi Systems Ting Wang Li-Hsiang Shen Kai-Ten Feng 14 1 0 25 Mar 2023
Power and Interference Control for VLC-Based UDN: A Reinforcement Learning Approach Xiaorui Tang Sicong Liu 13 1 0 09 Mar 2023
Virtual Reality in Metaverse over Wireless Networks with User-centered Deep Reinforcement Learning Wen-li Yu Terence Jie Chua Junfeng Zhao EgoV OffRL 12 5 0 08 Mar 2023
Dynamic Regret Analysis of Safe Distributed Online Optimization for Convex and Non-convex Problems Ting-Jui Chang Sapana Chaudhary D. Kalathil Shahin Shahrampour 19 5 0 23 Feb 2023