FLight: A Lightweight Federated Learning Framework in Edge and Fog
Computing

FLight: A Lightweight Federated Learning Framework in Edge and Fog Computing

5 August 2023

Rajkumar Buyya

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Papers citing "FLight: A Lightweight Federated Learning Framework in Edge and Fog Computing"

18 / 18 papers shown

Title
Clustered Scheduling and Communication Pipelining For Efficient Resource Management Of Wireless Federated Learning Cihat Keçeci M. Shaqfeh F. Al-Qahtani Muhammad Ismail E. Serpedin FedML 58 4 0 15 Jun 2022
Scheduling IoT Applications in Edge and Fog Computing Environments: A Taxonomy and Future Directions M. Goudarzi M. Palaniswami Rajkumar Buyya 73 72 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 92 88 0 24 Oct 2021
Federated Dropout -- A Simple Approach for Enabling Federated Learning on Resource Constrained Devices Dingzhu Wen Ki-Jun Jeon Kaibin Huang FedML 122 94 0 30 Sep 2021
Asynchronous Federated Learning on Heterogeneous Devices: A Survey Chenhao Xu Youyang Qu Yong Xiang Longxiang Gao FedML 162 262 0 09 Sep 2021
Resource Management in Edge and Fog Computing using FogBus2 Framework M. Goudarzi Qifan Deng Rajkumar Buyya 25 12 0 02 Aug 2021
FedAdapt: Adaptive Offloading for IoT Devices in Federated Learning Di Wu R. Ullah P. Harvey Peter Kilpatrick I. Spence Blesson Varghese 118 83 0 09 Jul 2021
Federated Learning: Opportunities and Challenges P. Mammen FedML 108 224 0 14 Jan 2021
Privacy-Preserving Federated Learning for UAV-Enabled Networks: Learning-Based Joint Scheduling and Resource Management Helin Yang Jun Zhao Zehui Xiong Kwok-Yan Lam Sumei Sun Liang Xiao 58 184 0 28 Nov 2020
Client Selection in Federated Learning: Convergence Analysis and Power-of-Choice Selection Strategies Yae Jee Cho Jianyu Wang Gauri Joshi FedML 157 408 0 03 Oct 2020
Heterogeneous Federated Learning Fuxun Yu Weishan Zhang Zhuwei Qin Zirui Xu Di Wang Chenchen Liu Zhi Tian Xiang Chen FedML 68 22 0 15 Aug 2020
FedMD: Heterogenous Federated Learning via Model Distillation Daliang Li Junpu Wang FedML 104 862 0 08 Oct 2019
A Joint Learning and Communications Framework for Federated Learning over Wireless Networks Mingzhe Chen Zhaohui Yang Walid Saad Changchuan Yin H. Vincent Poor Shuguang Cui FedML 96 1,192 0 17 Sep 2019
A Survey on Federated Learning Systems: Vision, Hype and Reality for Data Privacy and Protection Yue Liu Zeyi Wen Zhaomin Wu Sixu Hu Naibo Wang Yuan N. Li Xu Liu Bingsheng He FedML 130 1,006 0 23 Jul 2019
Towards Federated Learning at Scale: System Design Keith Bonawitz Hubert Eichner W. Grieskamp Dzmitry Huba A. Ingerman ... H. B. McMahan Timon Van Overveldt David Petrou Daniel Ramage Jason Roselander FedML 128 2,675 0 04 Feb 2019
Peer-to-peer Federated Learning on Graphs Anusha Lalitha O. Kilinc T. Javidi F. Koushanfar OOD FedML 117 186 0 31 Jan 2019
Adaptive Federated Learning in Resource Constrained Edge Computing Systems Shiqiang Wang Tiffany Tuor Theodoros Salonidis K. Leung C. Makaya T. He Kevin S. Chan 260 1,719 0 14 Apr 2018
Privacy Preserving Machine Learning: Threats and Solutions Mohammad Al-Rubaie Jerome Chang 67 337 0 27 Mar 2018