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
Dynamic Regret Analysis of Safe Distributed Online Optimization for Convex and Non-convex Problems Ting-Jui Chang Sapana Chaudhary D. Kalathil Shahin Shahrampour 23 5 0 23 Feb 2023
Robot path planning using deep reinforcement learning Miguel Quinones-Ramirez Jorge Ríos-Martínez Víctor Uc Cetina SSL 17 5 0 17 Feb 2023
Digital Twin-Aided Learning for Managing Reconfigurable Intelligent Surface-Assisted, Uplink, User-Centric Cell-Free Systems Ying-Kai Cui Tiejun Lv Wei Ni Abbas Jamalipour 19 6 0 10 Feb 2023
Generalization of Deep Reinforcement Learning for Jammer-Resilient Frequency and Power Allocation Swatantra Kafle Jithin Jagannath Zackary Kane Noor Biswas P. Kumar Anu Jagannath 23 1 0 04 Feb 2023
Privacy-Aware Load Balancing in Fog Networks: A Reinforcement Learning Approach Maad Ebrahim A. Hafid 27 4 0 23 Jan 2023
AccDecoder: Accelerated Decoding for Neural-enhanced Video Analytics Tingting Yuan Liang Mi Weijun Wang Haipeng Dai Xiaoming Fu 27 16 0 20 Jan 2023
Mutation Testing of Deep Reinforcement Learning Based on Real Faults Florian Tambon Vahid Majdinasab Amin Nikanjam Foutse Khomh G. Antoniol 28 7 0 13 Jan 2023
Machine Learning for Large-Scale Optimization in 6G Wireless Networks Yandong Shi Lixiang Lian Yuanming Shi Zixin Wang Yong Zhou Liqun Fu Lin Bai Jun Zhang Wei Zhang AI4CE 39 76 0 03 Jan 2023
New Challenges in Reinforcement Learning: A Survey of Security and Privacy Yunjiao Lei Dayong Ye Sheng Shen Yulei Sui Tianqing Zhu Wanlei Zhou 33 18 0 31 Dec 2022
The Cost of Learning: Efficiency vs. Efficacy of Learning-Based RRM for 6G Seyyidahmed Lahmer Federico Chiariotti Andrea Zanella 26 1 0 30 Nov 2022
Analysis of Anomalous Behavior in Network Systems Using Deep Reinforcement Learning with CNN Architecture Mohammad Hossein Modirrousta Parisa Forghani M. A. Shoorehdeli 32 0 0 29 Nov 2022
UAV-Assisted Space-Air-Ground Integrated Networks: A Technical Review of Recent Learning Algorithms A. H. Arani Peng Hu Yeying Zhu 24 4 0 27 Nov 2022
Machine Learning-Aided Operations and Communications of Unmanned Aerial Vehicles: A Contemporary Survey Harrison Kurunathan Hailong Huang Kai Li Wei Ni E. Hossain 15 70 0 07 Nov 2022
DQLAP: Deep Q-Learning Recommender Algorithm with Update Policy for a Real Steam Turbine System M. Modirrousta M. A. Shoorehdeli M. Yari A. Ghahremani 16 2 0 12 Oct 2022
Reinforcement Learning for Cognitive Delay/Disruption Tolerant Network Node Management in an LEO-based Satellite Constellation Xue Sun Chang‐Jiang Li Lei Yan Suzhi Cao 19 1 0 27 Sep 2022
ProAPT: Projection of APT Threats with Deep Reinforcement Learning M. Dehghan B. Sadeghiyan E. Khosravian Alireza Sedighi Moghaddam Farshid Nooshi 13 4 0 15 Sep 2022
A Review of the Convergence of 5G/6G Architecture and Deep Learning O. Odeyomi Olubiyi O. Akintade T. Olowu G. Záruba AILaw 3DV AI4TS 23 1 0 16 Aug 2022
Learning Mean-Field Control for Delayed Information Load Balancing in Large Queuing Systems Anam Tahir Kai Cui Heinz Koeppl 21 2 0 09 Aug 2022
Multi-Agent Deep Reinforcement Learning for Cost- and Delay-Sensitive Virtual Network Function Placement and Routing Shaoyang Wang Chau Yuen Wei Ni Yong Liang Guan Tiejun Lv 16 20 0 24 Jun 2022
Energy-Efficient Wake-Up Signalling for Machine-Type Devices Based on Traffic-Aware Long-Short Term Memory Prediction David E. Ruíz-Guirola Carlos A. Rodríguez‐López Samuel Montejo-Sánchez R. Souza Onel L. A. López Hirley Alves 17 19 0 13 Jun 2022
Edge Learning for B5G Networks with Distributed Signal Processing: Semantic Communication, Edge Computing, and Wireless Sensing Wei Xu Zhaohui Yang Derrick Wing Kwan Ng Marco Levorato Yonina C. Eldar Mérouane Debbah 28 398 0 01 Jun 2022
Deep Learning Methods for Fingerprint-Based Indoor Positioning: A Review Fahad Al-homayani Mohammad H. Mahoor 36 64 0 30 May 2022
Blind Estimation of a Doubly Selective OFDM Channel: A Deep Learning Algorithm and Theory T. Getu N. Golmie D. Griffith 22 2 0 30 May 2022
MetaSlicing: A Novel Resource Allocation Framework for Metaverse N. Chu D. Hoang Diep N. Nguyen Khoa T. Phan E. Dutkiewicz Dusist Niyato Tao Shu 30 45 0 23 May 2022
A Comprehensive Study on Artificial Intelligence Algorithms to Implement Safety Using Communication Technologies Rafia Inam Alberto Hata Vlasjov Prifti Sara Abbaspour Asadollah 14 2 0 17 May 2022
A Temporal-Pattern Backdoor Attack to Deep Reinforcement Learning Yinbo Yu Jiajia Liu Shouqing Li Ke Huang Xudong Feng AAML 36 11 0 05 May 2022
MR-iNet Gym: Framework for Edge Deployment of Deep Reinforcement Learning on Embedded Software Defined Radio Jithin Jagannath Kian Hamedani Collin Farquhar Keyvan Ramezanpour Anu Jagannath 29 6 0 09 Apr 2022
Aerial Computing: A New Computing Paradigm, Applications, and Challenges Viet Quoc Pham Rukhsana Ruby Fang Fang Dinh C. Nguyen Zhaohui Yang Mai Le Zhiguo Ding W. Hwang 24 55 0 05 Apr 2022
Machine Learning in NextG Networks via Generative Adversarial Networks E. Ayanoglu Kemal Davaslioglu Y. Sagduyu GAN 21 34 0 09 Mar 2022
Hierarchical Multi-Agent DRL-Based Framework for Joint Multi-RAT Assignment and Dynamic Resource Allocation in Next-Generation HetNets Abdulmalik Alwarafy Bekir Sait Ciftler Mohamed M. Abdallah Mounira Hamdi N. Al-Dhahir 18 22 0 28 Feb 2022
Bridging the Urban-Rural Connectivity Gap through Intelligent Space, Air, and Ground Networks Fares Fourati S. Alsamhi Mohamed-Slim Alouini 18 9 0 25 Feb 2022
Reinforcement Learning in Practice: Opportunities and Challenges Yuxi Li OffRL 36 9 0 23 Feb 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 28 45 0 27 Jan 2022
Multi-Agent Adversarial Attacks for Multi-Channel Communications Juncheng Dong Suya Wu Mohammadreza Soltani Vahid Tarokh AAML 46 3 0 22 Jan 2022
Deep reinforcement learning under signal temporal logic constraints using Lagrangian relaxation Junya Ikemoto T. Ushio 25 9 0 21 Jan 2022
RELDEC: Reinforcement Learning-Based Decoding of Moderate Length LDPC Codes Salman Habib Allison Beemer Joerg Kliewer 25 4 0 27 Dec 2021
The Partially Observable Asynchronous Multi-Agent Cooperation Challenge Meng Yao Qiyue Yin Jun Yang Tongtong Yu S. Shen Junge Zhang Bin Liang Kaiqi Huang 19 5 0 07 Dec 2021
Error Bounds for a Matrix-Vector Product Approximation with Deep ReLU Neural Networks T. Getu 27 2 0 25 Nov 2021
Edge Artificial Intelligence for 6G: Vision, Enabling Technologies, and Applications Khaled B. Letaief Yuanming Shi Jianmin Lu Jianhua Lu 34 416 0 24 Nov 2021
Safe Online Convex Optimization with Unknown Linear Safety Constraints Sapana Chaudhary D. Kalathil 26 18 0 14 Nov 2021
Reinforcement Learning for Security-Aware Computation Offloading in Satellite Networks Saurav Sthapit Subhash Lakshminarayana Ligang He Gregory Epiphaniou Carsten Maple 24 19 0 09 Nov 2021
Cooperative Deep $Q$ -learning Framework for Environments Providing Image Feedback Krishnan Raghavan Vignesh Narayanan S. Jagannathan VLM OffRL 26 1 0 28 Oct 2021
Deep Learning Aided Routing for Space-Air-Ground Integrated Networks Relying on Real Satellite, Flight, and Shipping Data Dong Liu Jiankang Zhang Jingjing Cui S. Ng R. Maunder L. Hanzo 20 27 0 28 Oct 2021
Deep Reinforcement Learning for Simultaneous Sensing and Channel Access in Cognitive Networks Yoel Bokobza R. Dabora Kobi Cohen 33 13 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 6 23 0 05 Oct 2021
Reinforcement Learning for Admission Control in Wireless Virtual Network Embedding Haitham Afifi Fabian Sauer H. Karl 18 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 60 54 0 28 Sep 2021
Deep Reinforcement Learning-Based Long-Range Autonomous Valet Parking for Smart Cities Muhammad Khalid Liang Wang Kezhi Wang Cunhua Pan N. Aslam Yue Cao 18 10 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 16 37 0 17 Sep 2021
Deep Reinforcement Learning for Wireless Resource Allocation Using Buffer State Information Eike-Manuel Bansbach Victor Eliachevitch Laurent Schmalen 25 4 0 27 Aug 2021