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 / 210 papers shown

Title
Cooperative Deep $Q$ -learning Framework for Environments Providing Image FeedbackIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021 Krishnan Raghavan Vignesh Narayanan S. Jagannathan VLM OffRL 103 3 0 28 Oct 2021
Deep Learning Aided Routing for Space-Air-Ground Integrated Networks Relying on Real Satellite, Flight, and Shipping DataIEEE wireless communications (WC), 2021 Dong Liu Jiankang Zhang Jingjing Cui S. Ng R. Maunder L. Hanzo 77 32 0 28 Oct 2021
Deep Reinforcement Learning for Simultaneous Sensing and Channel Access in Cognitive NetworksIEEE Transactions on Wireless Communications (IEEE TWC), 2021 Yoel Bokobza R. Dabora Kobi Cohen 132 18 0 24 Oct 2021
DeepEdge: A Deep Reinforcement Learning based Task Orchestrator for Edge Computing Baris Yamansavascilar A. C. Baktir Cagatay Sonmez Atay Ozgovde Cem Ersoy 189 37 0 05 Oct 2021
Reinforcement Learning for Admission Control in Wireless Virtual Network Embedding Haitham Afifi Fabian Sauer H. Karl 155 2 0 04 Oct 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 246 84 0 28 Sep 2021
Deep Reinforcement Learning-Based Long-Range Autonomous Valet Parking for Smart CitiesSocial Science Research Network (SSRN), 2021 Muhammad Khalid Liang Wang Kezhi Wang Cunhua Pan N. Aslam Yue Cao 82 17 0 23 Sep 2021
Deep Reinforcement Learning Based Multidimensional Resource Management for Energy Harvesting Cognitive NOMA Communications Zhaoyuan Shi Xianzhong Xie Huabing Lu Helin Yang Jun Cai Z. Ding 87 49 0 17 Sep 2021
Deep Reinforcement Learning for Wireless Resource Allocation Using Buffer State InformationGlobal Communications Conference (GLOBECOM), 2021 Eike-Manuel Bansbach Victor Eliachevitch Laurent Schmalen 70 5 0 27 Aug 2021
Reinforcement Learning-powered Semantic Communication via Semantic Similarity Kun Lu Rongpeng Li Xianfu Chen Zhifeng Zhao Honggang Zhang 136 57 0 27 Aug 2021
Responsive Regulation of Dynamic UAV Communication Networks Based on Deep Reinforcement Learning Ran Zhang Duc Minh Nguyen Nguyen Miao Wang L. Cai Xuemin X. Shen 78 3 0 25 Aug 2021
A generalized stacked reinforcement learning method for sampled systemsIEEE Transactions on Automatic Control (IEEE TAC), 2021 Pavel Osinenko D. Dobriborsci Grigory Yaremenko Georgiy Malaniya OffRL 112 5 0 23 Aug 2021
A Survey on Deep Reinforcement Learning for Data Processing and AnalyticsIEEE Transactions on Knowledge and Data Engineering (TKDE), 2021 Qingpeng Cai Can Cui Yiyuan Xiong Wei Wang Zhongle Xie Meihui Zhang OffRL 225 44 0 10 Aug 2021
Reinforcement Learning for Intelligent Healthcare Systems: A Comprehensive Survey A. Abdellatif N. Mhaisen Z. Chkirbene Amr M. Mohamed A. Erbad Mohsen Guizani OffRL AI4TS 166 28 0 05 Aug 2021
Ensemble Consensus-based Representation Deep Reinforcement Learning for Hybrid FSO/RF Communication SystemsOptics Communications (Opt. Commun.), 2021 Shagufta Henna 76 9 0 05 Aug 2021
A Reinforcement Learning Approach for Scheduling in mmWave Networks M. Dogan Yahya H. Ezzeldin Christina Fragouli Addison W. Bohannon 104 14 0 01 Aug 2021
Evaluating the progress of Deep Reinforcement Learning in the real world: aligning domain-agnostic and domain-specific research J. Luis E. Crawley B. Cameron OffRL 246 6 0 07 Jul 2021
Reinforcement Learning for Physical Layer Communications P. Mary V. Koivunen C. Moy AI4CE 138 3 0 22 Jun 2021
Modelling resource allocation in uncertain system environment through deep reinforcement learning Neel Gandhi Shakti Mishra 96 1 0 17 Jun 2021
Cooperative Multi-Agent Reinforcement Learning Based Distributed Dynamic Spectrum Access in Cognitive Radio Networks Xiang Tan Li Zhou Haijun Wang Yuli Sun Haitao Zhao Boon-Chong Seet Jibo Wei Victor C. M. Leung 100 80 0 17 Jun 2021
Fundamental Limits of Reinforcement Learning in Environment with Endogeneous and Exogeneous Uncertainty Rongpeng Li 132 0 0 15 Jun 2021
Learning Autonomy in Management of Wireless Random Networks Hoon Lee Sang Hyun Lee Tony Q.S. Quek 207 7 0 15 Jun 2021
Safe RAN control: A Symbolic Reinforcement Learning Approach Alexandros Nikou A. Mujumdar Vaishnavi Sundararajan Marin Orlic Aneta Vulgarakis Feljan 93 4 0 03 Jun 2021
Policies for the Dynamic Traveling Maintainer Problem with AlertsEuropean Journal of Operational Research (EJOR), 2021 P. Costa Peter Verleijsdonk Simon Voorberg A. Akçay S. Kapodistria W. Jaarsveld Yingqian Zhang 183 7 0 31 May 2021
Machine Learning for Security in Vehicular Networks: A Comprehensive SurveyIEEE Communications Surveys and Tutorials (COMST), 2021 Anum Talpur M. Gurusamy 287 74 0 31 May 2021
Transferable Deep Reinforcement Learning Framework for Autonomous Vehicles with Joint Radar-Data CommunicationsIEEE Transactions on Communications (IEEE Trans. Commun.), 2021 Nguyen Quang Hieu D. Hoang Dusit Niyato Ping Wang Dong In Kim Chau Yuen 104 32 0 28 May 2021
Deep Reinforcement Learning-based Methods for Resource Scheduling in Cloud Computing: A Review and Future DirectionsArtificial Intelligence Review (AIR), 2021 Guangyao Zhou Wenhong Tian Rajkumar Buyya 219 139 0 10 May 2021
Dynamic Multichannel Access via Multi-agent Reinforcement Learning: Throughput and Fairness Guarantees M. Sohaib Jongjin Jeong Sang-Woon Jeon 83 24 0 10 May 2021
The Tags Are Alright: Robust Large-Scale RFID Clone Detection Through Federated Data-Augmented Radio FingerprintingACM Interational Symposium on Mobile Ad Hoc Networking and Computing (MobiHoc), 2021 Mauro Piva G. Maselli Francesco Restuccia 153 23 0 08 May 2021
Blockchain Systems, Technologies and Applications: A Methodology PerspectiveIEEE Communications Surveys and Tutorials (COMST), 2021 Bin Cao Zixin Wang Long Zhang Daquan Feng M. Peng Lei Zhang 145 76 0 08 May 2021
Fast, Reliable, and Secure Drone Communication: A Comprehensive SurveyIEEE Communications Surveys and Tutorials (COMST), 2021 Vikas Hassija V. Chamola Adhar Agrawal Adit Goyal Nguyen Cong Luong Dusit Niyato F. R. Yu Mohsen Guizani 134 170 0 04 May 2021
Discrete-Time Mean Field Control with Environment StatesIEEE Conference on Decision and Control (CDC), 2021 Kai Cui Anam Tahir Mark Sinzger Heinz Koeppl AI4CE 182 14 0 30 Apr 2021
ALF -- A Fitness-Based Artificial Life Form for Evolving Large-Scale Neural Networks Rune Krauss M. Merten Mirco Bockholt R. Drechsler 61 1 0 16 Apr 2021
Distributed Learning in Wireless Networks: Recent Progress and Future ChallengesIEEE Journal on Selected Areas in Communications (JSAC), 2021 Mingzhe Chen Deniz Gündüz Kaibin Huang Walid Saad M. Bennis Aneta Vulgarakis Feljan H. Vincent Poor 229 485 0 05 Apr 2021
Joint Resource Management for MC-NOMA: A Deep Reinforcement Learning ApproachIEEE Transactions on Wireless Communications (IEEE TWC), 2021 Shaoyang Wang Tiejun Lv Wei Ni N. Beaulieu Y. Guo 90 49 0 29 Mar 2021
Smart Scheduling based on Deep Reinforcement Learning for Cellular NetworksIEEE International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), 2021 Jian Wang Chen Xu Rong Li Yiqun Ge Jun Wang AI4TS 111 3 0 22 Mar 2021
Full Gradient DQN Reinforcement Learning: A Provably Convergent Scheme Konstantin Avrachenkov Vivek Borkar H. Dolhare K. Patil 141 9 0 10 Mar 2021
Can You Fix My Neural Network? Real-Time Adaptive Waveform Synthesis for Resilient Wireless Signal Classification Salvatore D’oro Francesco Restuccia Tommaso Melodia 110 12 0 05 Mar 2021
Self-play Learning Strategies for Resource Assignment in Open-RAN Networks Xiaoyang Wang Jonathan D. Thomas Robert Piechocki S. Kapoor Raúl Santos-Rodríguez Arjun Parekh 117 27 0 03 Mar 2021
Sample Complexity and Overparameterization Bounds for Temporal Difference Learning with Neural Network ApproximationIEEE Transactions on Automatic Control (IEEE TAC), 2021 Semih Cayci Siddhartha Satpathi Niao He F. I. R. Srikant 171 11 0 02 Mar 2021
Ensemble Bootstrapping for Q-LearningInternational Conference on Machine Learning (ICML), 2021 Oren Peer Chen Tessler Nadav Merlis Ron Meir 155 52 0 28 Feb 2021
Deep Reinforcement Learning with Symmetric Prior for Predictive Power Allocation to Mobile Users Jianyu Zhao Chenyang Yang 53 0 0 10 Feb 2021
Robust Android Malware Detection System against Adversarial Attacks using Q-LearningInformation Systems Frontiers (ISF), 2020 Hemant Rathore S. K. Sahay Piyush Nikam Mohit Sewak AAML 165 69 0 27 Jan 2021
Learning to falsify automated driving vehicles with prior knowledgeIFAC-PapersOnLine (IFAC-PapersOnLine), 2021 Andrea Favrin Vladislav Nenchev Angelo Cenedese 106 7 0 25 Jan 2021
Multi-hop RIS-Empowered Terahertz Communications: A DRL-based Hybrid Beamforming DesignIEEE Journal on Selected Areas in Communications (JSAC), 2021 Chongwen Huang Zhaohui Yang G. C. Alexandropoulos Kai Xiong Li Wei Chau Yuen Zhaoyang Zhang Merouane Debbah 262 361 0 22 Jan 2021
Continuous Deep Q-Learning with Simulator for Stabilization of Uncertain Discrete-Time Systems Junya Ikemoto T. Ushio OffRL 141 5 0 13 Jan 2021
Sum-Rate Maximization for UAV-assisted Visible Light Communications using NOMA: Swarm Intelligence meets Machine LearningIEEE Internet of Things Journal (IEEE IoT J.), 2020 Quoc-Viet Pham Thien Huynh-The M. Alazab Jun Zhao Won Joo Hwang 170 96 0 10 Jan 2021
Advances in Electron Microscopy with Deep Learning Jeffrey M. Ede 600 3 0 04 Jan 2021
Fusion of Federated Learning and Industrial Internet of Things: A Survey S. Priya Praveen Kumar Quoc-Viet Pham Kapal Dev Reddy Maddikunta Thippa Reddy Thien Huynh-The AI4CE 137 236 0 04 Jan 2021
A Survey on Deep Reinforcement Learning for Audio-Based ApplicationsArtificial Intelligence Review (AIR), 2021 S. Latif Heriberto Cuayáhuitl Farrukh Pervez Fahad Shamshad Hafiz Shehbaz Ali Xiaoshi Zhong OffRL 303 87 0 01 Jan 2021