Communication-Efficient Hierarchical Federated Learning for IoT
Heterogeneous Systems with Imbalanced Data

Communication-Efficient Hierarchical Federated Learning for IoT Heterogeneous Systems with Imbalanced Data

14 July 2021

Papers citing "Communication-Efficient Hierarchical Federated Learning for IoT Heterogeneous Systems with Imbalanced Data"

11 / 11 papers shown

Title
Personalized Multi-tier Federated Learning Sourasekhar Banerjee Ali Dadras A. Yurtsever Monowar Bhuyan FedML 46 3 0 19 Jul 2024
Towards Dynamic Resource Allocation and Client Scheduling in Hierarchical Federated Learning: A Two-Phase Deep Reinforcement Learning Approach Xiaojing Chen Zhenyuan Li Wei Ni Xin Wang Shunqing Zhang Yanzan Sun Shugong Xu Qingqi Pei 22 2 0 21 Jun 2024
Advances in Robust Federated Learning: A Survey with Heterogeneity Considerations Chuan Chen Tianchi Liao Xiaojun Deng Zihou Wu Sheng Huang Zibin Zheng FedML 34 1 0 16 May 2024
Efficient Collaborations through Weight-Driven Coalition Dynamics in Federated Learning Systems Mohammed El Hanjri Hamza Reguieg Adil Attiaoui Amine Abouaomar A. Kobbane Mohamed El-Kamili FedML 20 1 0 22 Jan 2024
PoFEL: Energy-efficient Consensus for Blockchain-based Hierarchical Federated Learning Sheng-Nan Li Qin Hu Zhilin Wang 29 0 0 15 Aug 2023
Network Anomaly Detection Using Federated Learning William Marfo Deepak K. Tosh Shirley V. Moore FedML 11 14 0 13 Mar 2023
Async-HFL: Efficient and Robust Asynchronous Federated Learning in Hierarchical IoT Networks Xiaofan Yu L. Cherkasova Hars Vardhan Quanling Zhao Emily Ekaireb Xiyuan Zhang A. Mazumdar T. Rosing 6 23 0 17 Jan 2023
Enhancing Efficiency in Multidevice Federated Learning through Data Selection Fan Mo Mohammad Malekzadeh S. Chatterjee F. Kawsar Akhil Mathur FedML 28 2 0 08 Nov 2022
Time Minimization in Hierarchical Federated Learning Chang-rui Liu Terence Jie Chua Junfeng Zhao 33 13 0 07 Oct 2022
Analysis and Optimal Edge Assignment For Hierarchical Federated Learning on Non-IID Data N. Mhaisen Alaa Awad Amr M. Mohamed A. Erbad M. Guizani FedML 27 12 0 10 Dec 2020
Adaptive Federated Learning in Resource Constrained Edge Computing Systems Shiqiang Wang Tiffany Tuor Theodoros Salonidis K. Leung C. Makaya T. He Kevin S. Chan 130 1,663 0 14 Apr 2018