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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Title
Review: Deep Learning in Electron Microscopy Jeffrey M. Ede 34 79 0 17 Sep 2020
Reinforcement Learning for Dynamic Resource Optimization in 5G Radio Access Network Slicing Yi Shi Y. Sagduyu T. Erpek 13 55 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 B. Vucetic 12 17 0 13 Sep 2020
Evolutionary Reinforcement Learning via Cooperative Coevolutionary Negatively Correlated Search Hu Zhang Peng Yang Yang Yu Mingjiang Li K. Tang 14 20 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 8 3 0 07 Sep 2020
Latency and Throughput Optimization in Modern Networks: A Comprehensive Survey A. Mirzaeinia Mehdi Mirzaeinia A. Rezgui 31 6 0 01 Sep 2020
Reinforcement Learning-based Admission Control in Delay-sensitive Service Systems Majid Raeis A. Tizghadam A. Leon-Garcia 9 16 0 21 Aug 2020
Toward Smart Security Enhancement of Federated Learning Networks Junjie Tan Ying-Chang Liang Nguyen Cong Luong Dusit Niyato AAML 28 38 0 19 Aug 2020
Intelligent Radio Signal Processing: A Survey Viet Quoc Pham N. Nguyen Thien Huynh-The Long Bao Le Kyungchun Lee W. Hwang 37 51 0 19 Aug 2020
A Survey of Deep Learning for Data Caching in Edge Network Yantong Wang V. Friderikos 11 26 0 17 Aug 2020
A Survey on Device Behavior Fingerprinting: Data Sources, Techniques, Application Scenarios, and Datasets Pedro Miguel Sánchez Sánchez José María Jorquera Valero Alberto Huertas Celdrán Gérome Bovet M. Pérez Gregorio Martínez Pérez 27 95 0 07 Aug 2020
Learning Power Control from a Fixed Batch of Data M. Khoshkholgh H. Yanikomeroglu OffRL 18 2 0 05 Aug 2020
Queueing Network Controls via Deep Reinforcement Learning J. Dai Mark O. Gluzman OffRL 24 50 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 6 83 0 21 Jul 2020
Tomography Based Learning for Load Distribution through Opaque Networks Shenghe Xu M. Kodialam T. V. Lakshman S. Panwar OOD 6 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 6 34 0 09 Jul 2020
Policy Improvement via Imitation of Multiple Oracles Ching-An Cheng Andrey Kolobov Alekh Agarwal 6 5 0 01 Jul 2020
Towards Learning-automation IoT Attack Detection through Reinforcement Learning Tianbo Gu Allaukik Abhishek Hao Fu Huanle Zhang Debraj Basu P. Mohapatra AAML 10 34 0 29 Jun 2020
Applying Deep-Learning-Based Computer Vision to Wireless Communications: Methodologies, Opportunities, and Challenges Yu Tian Gaofeng Pan Mohamed-Slim Alouini 22 43 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 11 11 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 16 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 12 1 0 21 Mar 2020
Viewport-Aware Deep Reinforcement Learning Approach for 360 $^o$ Video Caching P. Maniotis N. Thomos 13 33 0 18 Mar 2020
Simultaneous Navigation and Radio Mapping for Cellular-Connected UAV with Deep Reinforcement Learning Yong Zeng Xiaoli Xu Shi Jin Rui Zhang 9 164 0 17 Mar 2020
Two Decades of AI4NETS-AI/ML for Data Networks: Challenges & Research Directions P. Casas GNN 11 8 0 03 Mar 2020
Reconfigurable Intelligent Surface Assisted Multiuser MISO Systems Exploiting Deep Reinforcement Learning Chongwen Huang Ronghong Mo Chau Yuen 14 576 0 24 Feb 2020
Reinforcement learning for the privacy preservation and manipulation of eye tracking data Wolfgang Fuhl Efe Bozkir Enkelejda Kasneci 18 1 0 17 Feb 2020
Challenges and Countermeasures for Adversarial Attacks on Deep Reinforcement Learning Inaam Ilahi Muhammad Usama Junaid Qadir M. Janjua Ala I. Al-Fuqaha D. Hoang Dusit Niyato AAML 59 132 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 30 70 0 13 Jan 2020
Analysis of Evolutionary Behavior in Self-Learning Media Search Engines Nikki Lijing Kuang C. Leung 6 4 0 22 Nov 2019
Buffer-aware Wireless Scheduling based on Deep Reinforcement Learning Chen Xu Jian Wang Tianhang Yu Chuili Kong Yourui Huangfu Rong Li Yiqun Ge Jun Wang OffRL 17 22 0 13 Nov 2019
Explainable Artificial Intelligence (XAI) for 6G: Improving Trust between Human and Machine Weisi Guo 27 40 0 11 Nov 2019
Green Deep Reinforcement Learning for Radio Resource Management: Architecture, Algorithm Compression and Challenge Zhiyong Du Yansha Deng Weisi Guo A. Nallanathan Qi-hui Wu 8 29 0 11 Oct 2019
A Deep Actor-Critic Reinforcement Learning Framework for Dynamic Multichannel Access Chen Zhong Ziyang Lu M. C. Gursoy Senem Velipasalar 9 78 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 6 8 0 04 Aug 2019
Deep Reinforcement Learning for Autonomous Internet of Things: Model, Applications and Challenges Lei Lei Yue Tan Kan Zheng Shiwen Liu K. Zheng Xuemin Shen Shen OffRL 21 202 0 22 Jul 2019
Voting-Based Multi-Agent Reinforcement Learning for Intelligent IoT Yue Xu Zengde Deng Mengdi Wang Wenjun Xu Anthony Man-Cho So Shuguang Cui 20 14 0 02 Jul 2019
A Reinforcement Learning Approach for the Multichannel Rendezvous Problem Jen-Hung Wang Ping-En Lu Cheng-Shang Chang D. Lee 8 7 0 02 Jul 2019
Deep Learning for Hybrid 5G Services in Mobile Edge Computing Systems: Learn from a Digital Twin Rui Dong Changyang She Wibowo Hardjawana Yonghui Li B. Vucetic 11 164 0 30 Jun 2019
A Survey of Multi-Access Edge Computing in 5G and Beyond: Fundamentals, Technology Integration, and State-of-the-Art Viet Quoc Pham Fang Fang H. Vu Md. Jalil Piran Mai Le L. Le W. Hwang Z. Ding 23 596 0 20 Jun 2019
Deep Reinforcement Learning for Cyber Security Thanh Thi Nguyen Vijay Janapa Reddi OffRL AI4CE 10 312 0 13 Jun 2019
Reinforcement Learning for Channel Coding: Learned Bit-Flipping Decoding Fabrizio Carpi Christian Hager M. Martalò R. Raheli H. Pfister 15 43 0 11 Jun 2019
Toward Packet Routing with Fully-distributed Multi-agent Deep Reinforcement Learning Xinyu You Xuanjie Li Yuedong Xu Hui Feng Jin Zhao Huaicheng Yan 6 22 0 09 May 2019
DeepRMSA: A Deep Reinforcement Learning Framework for Routing, Modulation and Spectrum Assignment in Elastic Optical Networks Xiaoliang Chen Baojia Li R. Proietti Hongbo Lu Zuqing Zhu S. Yoo 11 164 0 06 May 2019
Machine Learning in the Air Deniz Gunduz Paul de Kerret N. Sidiropoulos David Gesbert C. Murthy M. Schaar AI4CE 11 194 0 28 Apr 2019
The Roadmap to 6G -- AI Empowered Wireless Networks Khaled B. Letaief Wei Chen Yuanming Shi Jun Zhang Y. Zhang 14 1,349 0 26 Apr 2019
Machine Learning Tips and Tricks for Power Line Communications Andrea M. Tonello N. A. Letizia Davide Righini Francesco Marcuzzi 8 30 0 24 Apr 2019
QFlow: A Learning Approach to High QoE Video Streaming at the Wireless Edge Rajarshi Bhattacharyya Archana Bura Desik Rengarajan Mason Rumuly Bainan Xia S. Shakkottai D. Kalathil Ricky K. P. Mok A. Dhamdhere 11 17 0 04 Jan 2019
Multi-Agent Deep Reinforcement Learning for Dynamic Power Allocation in Wireless Networks Yasar Sinan Nasir Dongning Guo 17 464 0 01 Aug 2018
Robust Deep Reinforcement Learning for Security and Safety in Autonomous Vehicle Systems A. Ferdowsi Ursula Challita Walid Saad N. Mandayam AAML 47 94 0 02 May 2018