Deep Reinforcement Learning for Stochastic Computation Offloading in
Digital Twin Networks

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Deep Reinforcement Learning for Stochastic Computation Offloading in Digital Twin Networks

17 November 2020

Sabita Maharjan

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Papers citing "Deep Reinforcement Learning for Stochastic Computation Offloading in Digital Twin Networks"

15 / 15 papers shown

Title
A Lyapunov Drift-Plus-Penalty Method Tailored for Reinforcement Learning with Queue Stability Wenhan Xu Jiashuo Jiang Lei Deng Danny Hin-Kwok Tsang 19 0 0 04 Jun 2025
Energy Optimization of Multi-task DNN Inference in MEC-assisted XR Devices: A Lyapunov-Guided Reinforcement Learning Approach Yanzan Sun Jiacheng Qiu Guangjin Pan Shugong Xu Shunqing Zhang Xiaoyun Wang Shuangfeng Han 72 0 0 07 Jan 2025
Two-Timescale Synchronization and Migration for Digital Twin Networks: A Multi-Agent Deep Reinforcement Learning Approach Wenshuai Liu Yaru Fu Yongna Guo Fu Lee Wang Wen Sun Yan Zhang 56 8 0 02 Sep 2024
Digital Twin-assisted Reinforcement Learning for Resource-aware Microservice Offloading in Edge Computing Xiangchun Chen Jiannong Cao Zhixuan Liang Yuvraj Sahni Mingjin Zhang 65 3 0 13 Mar 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 78 14 0 26 Feb 2024
Causal Semantic Communication for Digital Twins: A Generalizable Imitation Learning Approach Christo Kurisummoottil Thomas Walid Saad Yong Xiao 85 22 0 25 Apr 2023
A Survey on Digital Twins: Architecture, Enabling Technologies, Security and Privacy, and Future Prospects Yuntao Wang Zhou Su Shaolong Guo Minghui Dai Tom H. Luan Yiliang Liu 96 125 0 31 Jan 2023
Holistic Network Virtualization and Pervasive Network Intelligence for 6G Xuemin Shen Shen Jie Gao Wen Wu Mushu Li Conghao Zhou W. Zhuang 106 239 0 02 Jan 2023
Metaverse Communications, Networking, Security, and Applications: Research Issues, State-of-the-Art, and Future Directions Mansoor Ali F. Naeem Georges Kaddoum Ekram Hossain 90 53 0 25 Dec 2022
A Bayesian Framework for Digital Twin-Based Control, Monitoring, and Data Collection in Wireless Systems Clement Ruah Osvaldo Simeone Bashir M. Al-Hashimi 220 29 0 02 Dec 2022
Digital Twin-Based Multiple Access Optimization and Monitoring via Model-Driven Bayesian Learning Clement Ruah Osvaldo Simeone Bashir M. Al-Hashimi 83 6 0 11 Oct 2022
A Comprehensive Review of Digital Twin -- Part 1: Modeling and Twinning Enabling Technologies Adam Thelen Xiaoge Zhang Olga Fink Yan Lu Sayan Ghosh B. Youn Michael D. Todd S. Mahadevan Chao Hu Zhen Hu SyDa AI4CE 94 208 0 26 Aug 2022
Smart Grid: Cyber Attacks, Critical Defense Approaches, and Digital Twin Tianming Zheng Ming Liu Deepak Puthal 57 16 0 24 May 2022
Digital Twin Virtualization with Machine Learning for IoT and Beyond 5G Networks: Research Directions for Security and Optimal Control Jithin Jagannath Keyvan Ramezanpour Anu Jagannath AI4CE 96 33 0 05 Apr 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 104 46 0 27 Jan 2022