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Online-Score-Aided Federated Learning: Taming the Resource Constraints in Wireless Networks

12 August 2024

Papers citing "Online-Score-Aided Federated Learning: Taming the Resource Constraints in Wireless Networks"

26 / 26 papers shown

Title
Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles Md Ferdous Pervej Richeng Jin Md Moin Uddin Chowdhury Simran Singh Ismail Güvenç H. Dai 49 0 0 03 Jun 2025
Resource-Aware Hierarchical Federated Learning in Wireless Video Caching Networks Md Ferdous Pervej A. Molisch 84 4 0 06 Feb 2024
Hierarchical Federated Learning in Wireless Networks: Pruning Tackles Bandwidth Scarcity and System Heterogeneity Md Ferdous Pervej Richeng Jin H. Dai 109 12 0 03 Aug 2023
FedDisco: Federated Learning with Discrepancy-Aware Collaboration Rui Ye Mingkai Xu Jianyu Wang Chenxin Xu Siheng Chen Yanfeng Wang FedML 96 68 0 30 May 2023
Learning to Transmit with Provable Guarantees in Wireless Federated Learning Boning Li Jake B. Perazzone A. Swami Santiago Segarra 76 4 0 18 Apr 2023
Resource Constrained Vehicular Edge Federated Learning with Highly Mobile Connected Vehicles Md Ferdous Pervej Richeng Jin H. Dai 128 39 0 27 Oct 2022
Joint Optimization of Energy Consumption and Completion Time in Federated Learning Xinyu Zhou Jun Zhao Huimei Han C. Guet FedML 125 27 0 29 Sep 2022
Green, Quantized Federated Learning over Wireless Networks: An Energy-Efficient Design Minsu Kim Walid Saad Mohammad Mozaffari Merouane Debbah FedML MQ 95 31 0 19 Jul 2022
Mobility, Communication and Computation Aware Federated Learning for Internet of Vehicles Md Ferdous Pervej Jianlin Guo Kyeong Jin Kim Kieran Parsons P. Orlik Stefano Di Cairano Marcel Menner K. Berntorp Yukimasa Nagai H. Dai 83 11 0 17 May 2022
Tighter Regret Analysis and Optimization of Online Federated Learning Dohyeok Kwon Jonghwan Park Songnam Hong 101 14 0 13 May 2022
Efficient Wireless Federated Learning with Partial Model Aggregation Zhixiong Chen Wenqiang Yi A. Nallanathan Geoffrey Ye Li 118 11 0 20 Apr 2022
Parallel Successive Learning for Dynamic Distributed Model Training over Heterogeneous Wireless Networks Seyyedali Hosseinalipour Su Wang Nicolò Michelusi Vaneet Aggarwal Christopher G. Brinton David J. Love M. Chiang 99 27 0 07 Feb 2022
Anarchic Federated Learning Haibo Yang Xin Zhang Prashant Khanduri Jia Liu FedML 66 59 0 23 Aug 2021
Achieving Linear Speedup with Partial Worker Participation in Non-IID Federated Learning Haibo Yang Minghong Fang Jia Liu FedML 105 263 0 27 Jan 2021
Tackling the Objective Inconsistency Problem in Heterogeneous Federated Optimization Jianyu Wang Qinghua Liu Hao Liang Gauri Joshi H. Vincent Poor MoMe FedML 75 1,366 0 15 Jul 2020
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 113 1,198 0 17 Sep 2019
Federated Learning for Wireless Communications: Motivation, Opportunities and Challenges Solmaz Niknam Harpreet S. Dhillon J. H. Reed 90 611 0 30 Jul 2019
Federated Learning over Wireless Fading Channels M. Amiri Deniz Gunduz 125 515 0 23 Jul 2019
Federated Optimization in Heterogeneous Networks Tian Li Anit Kumar Sahu Manzil Zaheer Maziar Sanjabi Ameet Talwalkar Virginia Smith FedML 327 5,286 0 14 Dec 2018
Rethinking the Value of Network Pruning Zhuang Liu Mingjie Sun Tinghui Zhou Gao Huang Trevor Darrell 44 1,480 0 11 Oct 2018
Adaptive Federated Learning in Resource Constrained Edge Computing Systems Shiqiang Wang Tiffany Tuor Theodoros Salonidis K. Leung C. Makaya T. He Kevin S. Chan 271 1,726 0 14 Apr 2018
Model compression via distillation and quantization A. Polino Razvan Pascanu Dan Alistarh MQ 103 734 0 15 Feb 2018
Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms Han Xiao Kashif Rasul Roland Vollgraf 291 8,940 0 25 Aug 2017
Online Spatial Concept and Lexical Acquisition with Simultaneous Localization and Mapping Akira Taniguchi Y. Hagiwara T. Taniguchi T. Inamura 62 48 0 15 Apr 2017
Optimization Methods for Large-Scale Machine Learning Léon Bottou Frank E. Curtis J. Nocedal 297 3,229 0 15 Jun 2016
Communication-Efficient Learning of Deep Networks from Decentralized Data H. B. McMahan Eider Moore Daniel Ramage S. Hampson Blaise Agüera y Arcas FedML 477 17,738 0 17 Feb 2016