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"

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Scalable Deep Reinforcement Learning for Routing and Spectrum Access in Physical LayerIEEE Transactions on Communications (IEEE Trans. Commun.), 2020 Wei Cui Wei Yu 172 13 0 22 Dec 2020
Distributed Machine Learning for Wireless Communication Networks: Techniques, Architectures, and ApplicationsIEEE Communications Surveys and Tutorials (COMST), 2020 Shuyan Hu Xiaojing Chen Wei Ni Ekram Hossain Xin Wang AI4CE 223 139 0 02 Dec 2020
Energy Aware Deep Reinforcement Learning Scheduling for Sensors Correlated in Time and SpaceIEEE Internet of Things Journal (IEEE IoT J.), 2020 Jernej Hribar Andrei Marinescu A. Chiumento Luiz DaSilva 156 19 0 19 Nov 2020
Adaptive Contention Window Design using Deep Q-learningIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2020 Abhishek Kumar Gunjan Verma Chirag R. Rao A. Swami Santiago Segarra 120 38 0 18 Nov 2020
Deep reinforcement learning for RAN optimization and control Yu Chen Jie Chen G. Krishnamurthi Huijing Yang Huahui Wang Wenjie Zhao 70 2 0 09 Nov 2020
Single and Multi-Agent Deep Reinforcement Learning for AI-Enabled Wireless Networks: A Tutorial Amal Feriani Ekram Hossain 352 301 0 06 Nov 2020
Applicability and Challenges of Deep Reinforcement Learning for Satellite Frequency Plan Design J. Luis E. Crawley B. Cameron 119 6 0 15 Oct 2020
Deep-Reinforcement-Learning-Based Scheduling with Contiguous Resource Allocation for Next-Generation Cellular Systems Shu Sun Xiaofeng Li 53 2 0 11 Oct 2020
SREC: Proactive Self-Remedy of Energy-Constrained UAV-Based Networks via Deep Reinforcement LearningGlobal Communications Conference (GLOBECOM), 2020 Ran Zhang Miao Wang L. Cai 51 7 0 17 Sep 2020
Review: Deep Learning in Electron Microscopy Jeffrey M. Ede 792 88 0 17 Sep 2020
Reinforcement Learning for Dynamic Resource Optimization in 5G Radio Access Network SlicingIEEE International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (MDCLN), 2020 Yi Shi Y. Sagduyu T. Erpek 147 64 0 14 Sep 2020
A Tutorial on Ultra-Reliable and Low-Latency Communications in 6G: Integrating Domain Knowledge into Deep Learning Changyang She Chengjian Sun Zhouyou Gu Yonghui Li Chenyang Yang H. Vincent Poor Branka Vucetic 231 17 0 13 Sep 2020
Evolutionary Reinforcement Learning via Cooperative Coevolutionary Negatively Correlated SearchSwarm and Evolutionary Computation (Swarm Evol. Comput.), 2020 Hu Zhang Peng Yang Yang Yu Mingjiang Li Shengcai Liu 200 23 0 08 Sep 2020
Driving Tasks Transfer in Deep Reinforcement Learning for Decision-making of Autonomous Vehicles Bingding Huang Teng Liu Xingyu Mu Dongpu Cao 119 3 0 07 Sep 2020
Latency and Throughput Optimization in Modern Networks: A Comprehensive Survey A. Mirzaeinia Mehdi Mirzaeinia A. Rezgui 126 7 0 01 Sep 2020
Reinforcement Learning-based Admission Control in Delay-sensitive Service Systems Majid Raeis A. Tizghadam A. Leon-Garcia 71 17 0 21 Aug 2020
Toward Smart Security Enhancement of Federated Learning Networks Junjie Tan Ying-Chang Liang Nguyen Cong Luong Dusit Niyato AAML 104 42 0 19 Aug 2020
Intelligent Radio Signal Processing: A Survey Quoc-Viet Pham N. Nguyen Thien Huynh-The Long Bao Le Kyungchun Lee Won Joo Hwang 219 59 0 19 Aug 2020
A Survey of Deep Learning for Data Caching in Edge Network Yantong Wang V. Friderikos 133 35 0 17 Aug 2020
A Survey on Device Behavior Fingerprinting: Data Sources, Techniques, Application Scenarios, and DatasetsIEEE Communications Surveys and Tutorials (COMST), 2020 Pedro Miguel Sánchez Sánchez José María Jorquera Valero Alberto Huertas Celdrán Gérome Bovet M. Pérez Gregorio Martínez Pérez 209 112 0 07 Aug 2020
Learning Power Control from a Fixed Batch of Data M. Khoshkholgh H. Yanikomeroglu OffRL 105 2 0 05 Aug 2020
Queueing Network Controls via Deep Reinforcement LearningStochastic Systems (Stoch. Syst.), 2020 J. Dai Mark O. Gluzman OffRL 335 65 0 31 Jul 2020
Heterogeneous Task Offloading and Resource Allocations via Deep Recurrent Reinforcement Learning in Partial Observable Multi-Fog Networks Jungyeon Baek Georges Kaddoum 76 100 0 21 Jul 2020
Tomography Based Learning for Load Distribution through Opaque NetworksIEEE Open Journal of the Communications Society (OJ-COMSOC), 2020 Shenghe Xu M. Kodialam T. V. Lakshman S. Panwar OOD 83 4 0 18 Jul 2020
Artificial Intelligence and Machine Learning in 5G Network Security: Opportunities, advantages, and future research trends Noman Haider M. Z. Baig Muhammad Imran 114 39 0 09 Jul 2020
Policy Improvement via Imitation of Multiple Oracles Ching-An Cheng Andrey Kolobov Alekh Agarwal 132 6 0 01 Jul 2020
Towards Learning-automation IoT Attack Detection through Reinforcement Learning Tianbo Gu Allaukik Abhishek Hao Xu Huanle Zhang Debraj Basu P. Mohapatra AAML 66 39 0 29 Jun 2020
Applying Deep-Learning-Based Computer Vision to Wireless Communications: Methodologies, Opportunities, and ChallengesIEEE Open Journal of the Communications Society (OJ-COMSOC), 2020 Yu Tian Gaofeng Pan Mohamed-Slim Alouini 181 54 0 10 Jun 2020
From Federated to Fog Learning: Distributed Machine Learning over Heterogeneous Wireless Networks Seyyedali Hosseinalipour Christopher G. Brinton Vaneet Aggarwal H. Dai M. Chiang FedML 117 12 0 07 Jun 2020
Optimization-driven Deep Reinforcement Learning for Robust Beamforming in IRS-assisted Wireless Communications Jiaye Lin Y. Zou Xiaoru Dong Shimin Gong D. Hoang Dusit Niyato 94 11 0 25 May 2020
Accelerating Deep Reinforcement Learning With the Aid of Partial Model: Energy-Efficient Predictive Video Streaming Dong Liu Jianyu Zhao Chenyang Yang L. Hanzo 118 1 0 21 Mar 2020
Viewport-Aware Deep Reinforcement Learning Approach for 360 $^o$ Video CachingIEEE transactions on multimedia (TMM), 2020 P. Maniotis N. Thomos 100 39 0 18 Mar 2020
Simultaneous Navigation and Radio Mapping for Cellular-Connected UAV with Deep Reinforcement LearningIEEE Transactions on Wireless Communications (TWC), 2020 Yong Zeng Xiaoli Xu Shi Jin Rui Zhang 146 197 0 17 Mar 2020
Two Decades of AI4NETS-AI/ML for Data Networks: Challenges & Research DirectionsIEEE/IFIP Network Operations and Management Symposium (NOMS), 2020 P. Casas GNN 138 10 0 03 Mar 2020
Reconfigurable Intelligent Surface Assisted Multiuser MISO Systems Exploiting Deep Reinforcement LearningIEEE Journal on Selected Areas in Communications (JSAC), 2020 Chongwen Huang Ronghong Mo Chau Yuen 98 627 0 24 Feb 2020
Reinforcement learning for the privacy preservation and manipulation of eye tracking data Wolfgang Fuhl Efe Bozkir Enkelejda Kasneci 201 1 0 17 Feb 2020
Challenges and Countermeasures for Adversarial Attacks on Deep Reinforcement LearningIEEE Transactions on Artificial Intelligence (IEEE TAI), 2020 Inaam Ilahi Muhammad Usama Junaid Qadir M. Janjua Ala I. Al-Fuqaha D. Hoang Dusit Niyato AAML 271 173 0 27 Jan 2020
A survey on Machine Learning-based Performance Improvement of Wireless Networks: PHY, MAC and Network layer M. Kulin Tarik Kazaz I. Moerman E. De Poorter 151 77 0 13 Jan 2020
Analysis of Evolutionary Behavior in Self-Learning Media Search Engines Nikki Lijing Kuang C. Leung 87 4 0 22 Nov 2019
Buffer-aware Wireless Scheduling based on Deep Reinforcement LearningIEEE Wireless Communications and Networking Conference (WCNC), 2019 Chen Xu Jian Wang Tianhang Yu Chuili Kong Yourui Huangfu Rong Li Yiqun Ge Jun Wang OffRL 93 22 0 13 Nov 2019
Explainable Artificial Intelligence (XAI) for 6G: Improving Trust between Human and Machine Weisi Guo 176 42 0 11 Nov 2019
Green Deep Reinforcement Learning for Radio Resource Management: Architecture, Algorithm Compression and ChallengeIEEE Vehicular Technology Magazine (IEEE VTM), 2019 Zhiyong Du Yansha Deng Weisi Guo A. Nallanathan Qi-hui Wu 127 32 0 11 Oct 2019
A Deep Actor-Critic Reinforcement Learning Framework for Dynamic Multichannel AccessIEEE Transactions on Cognitive Communications and Networking (IEEE TCCN), 2019 Chen Zhong Ziyang Lu M. C. Gursoy Senem Velipasalar 109 85 0 20 Aug 2019
A View on Deep Reinforcement Learning in System Optimization Ameer Haj-Ali Nesreen Ahmed Theodore L. Willke Joseph E. Gonzalez Krste Asanović Ion Stoica OffRL 222 8 0 04 Aug 2019
Deep Reinforcement Learning for Autonomous Internet of Things: Model, Applications and ChallengesIEEE Communications Surveys and Tutorials (COMST), 2019 Lei Lei Yue Tan Kan Zheng Shiwen Liu K. Zheng Xuemin Shen Shen OffRL 281 233 0 22 Jul 2019
Voting-Based Multi-Agent Reinforcement Learning for Intelligent IoTIEEE Internet of Things Journal (IEEE IoT Journal), 2019 Yue Xu Zengde Deng Mengdi Wang Wenjun Xu Anthony Man-Cho So Shuguang Cui 142 16 0 02 Jul 2019
A Reinforcement Learning Approach for the Multichannel Rendezvous Problem Jen-Hung Wang Ping-En Lu Cheng-Shang Chang D. Lee 59 7 0 02 Jul 2019
Deep Learning for Hybrid 5G Services in Mobile Edge Computing Systems: Learn from a Digital TwinIEEE Transactions on Wireless Communications (TWC), 2019 Rui Dong Changyang She Wibowo Hardjawana Yonghui Li Branka Vucetic 100 194 0 30 Jun 2019
A Survey of Multi-Access Edge Computing in 5G and Beyond: Fundamentals, Technology Integration, and State-of-the-ArtIEEE Access (IEEE Access), 2019 Quoc-Viet Pham Fang Fang H. Vu Md. Jalil Piran Mai Le L. Le Won Joo Hwang Z. Ding 219 648 0 20 Jun 2019
Deep Reinforcement Learning for Cyber SecurityIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2019 Thanh Thi Nguyen Vijay Janapa Reddi OffRL AI4CE 316 413 0 13 Jun 2019