Fast Adaptive Task Offloading in Edge Computing based on Meta
Reinforcement Learning

Fast Adaptive Task Offloading in Edge Computing based on Meta Reinforcement Learning

5 August 2020

Albert Y. Zomaya

Papers citing "Fast Adaptive Task Offloading in Edge Computing based on Meta Reinforcement Learning"

18 / 18 papers shown

Title
UniLCD: Unified Local-Cloud Decision-Making via Reinforcement Learning Kathakoli Sengupta Zhongkai Shagguan Sandesh Bharadwaj Sanjay Arora Eshed Ohn-Bar Renato Mancuso 61 0 0 17 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 16 1 0 13 Mar 2024
TPTO: A Transformer-PPO based Task Offloading Solution for Edge Computing Environments N. Gholipour M. D. Assunção Pranav Agarwal Julien Gascon-Samson Rajkumar Buyya 19 1 0 18 Dec 2023
μ-DDRL: A QoS-Aware Distributed Deep Reinforcement Learning Technique for Service Offloading in Fog computing Environments M. Goudarzi M. A. Rodriguez Majid Sarvi Rajkumar Buyya OffRL 22 1 0 13 Oct 2023
A Survey of Computation Offloading with Task Types Siqi Zhang N. Yi Yi Ma 9 7 0 21 Sep 2023
PoCL-R: An Open Standard Based Offloading Layer for Heterogeneous Multi-Access Edge Computing with Server Side Scalability Jan Solanti Michal Babej Julius Ikkala Pekka Jääskeläinen 13 0 0 01 Sep 2023
Artificial Intelligence for Web 3.0: A Comprehensive Survey Meng Shen Zhehui Tan Dusit Niyato Yuzhi Liu Jiawen Kang Zehui Xiong Liehuang Zhu Wei Wang Xuemin X. Shen 34 13 0 17 Aug 2023
Efficient Task Offloading Algorithm for Digital Twin in Edge/Cloud Computing Environment Ziru Zhang Xuling Zhang Guangzhi Zhu Yuyang Wang Pan Hui 22 1 0 12 Jul 2023
GA-DRL: Graph Neural Network-Augmented Deep Reinforcement Learning for DAG Task Scheduling over Dynamic Vehicular Clouds Zhang Liu Lianfeng Huang Zhibin Gao Manman Luo Seyyedali Hosseinalipour H. Dai GNN 16 14 0 03 Jul 2023
TFormer: A Transmission-Friendly ViT Model for IoT Devices Zhichao Lu Chuntao Ding Felix Juefei Xu Vishnu Boddeti Shangguang Wang Yun Yang 23 13 0 15 Feb 2023
A Survey on Intelligent Computation Offloading and Pricing Strategy in UAV-Enabled MEC Network: Challenges and Research Directions A. Baktayan I. A. Al-Baltah 43 5 0 22 Aug 2022
Scheduling IoT Applications in Edge and Fog Computing Environments: A Taxonomy and Future Directions M. Goudarzi M. Palaniswami Rajkumar Buyya 23 71 0 26 Apr 2022
A Distributed Deep Reinforcement Learning Technique for Application Placement in Edge and Fog Computing Environments M. Goudarzi M. Palaniswami Rajkumar Buyya OffRL 35 85 0 24 Oct 2021
Evaluation of Distributed Databases in Hybrid Clouds and Edge Computing: Energy, Bandwidth, and Storage Consumption Yaser Mansouri Victor Prokhorenko Faheem Ullah Muhammad Ali Babar 30 6 0 15 Sep 2021
Deep Reinforcement Learning-based Methods for Resource Scheduling in Cloud Computing: A Review and Future Directions Guangyao Zhou Wenhong Tian Rajkumar Buyya 29 66 0 10 May 2021
FastAdaBelief: Improving Convergence Rate for Belief-based Adaptive Optimizers by Exploiting Strong Convexity Yangfan Zhou Kaizhu Huang Cheng Cheng Xuguang Wang Amir Hussain Xin Liu ODL 22 9 0 28 Apr 2021
DMRO:A Deep Meta Reinforcement Learning-based Task Offloading Framework for Edge-Cloud Computing Guanjin Qu Huaming Wu OffRL 14 177 0 23 Aug 2020
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 457 11,715 0 09 Mar 2017