Client Selection in Federated Learning: Principles, Challenges, and Opportunities

3 November 2022

Papers citing "Client Selection in Federated Learning: Principles, Challenges, and Opportunities"

36 / 36 papers shown

Title
Collaborative Split Federated Learning with Parallel Training and Aggregation Yiannis Papageorgiou Yannis Thomas Alexios Filippakopoulos Ramin Khalili Iordanis Koutsopoulos FedML 33 0 0 22 Apr 2025
FedFetch: Faster Federated Learning with Adaptive Downstream Prefetching Qifan Yan Andrew Liu Shiqi He Mathias Lécuyer Ivan Beschastnikh FedML 31 0 0 21 Apr 2025
FedX: Adaptive Model Decomposition and Quantization for IoT Federated Learning Phung Lai Xiaopeng Jiang Hai Phan Cristian Borcea K. Tran An M. Chen Vijaya Datta Mayyuri Ruoming Jin FedML MQ 55 0 0 17 Apr 2025
PAUSE: Low-Latency and Privacy-Aware Active User Selection for Federated Learning Ori Peleg Natalie Lang Stefano Rini Nir Shlezinger Kobi Cohen FedML 48 0 0 17 Mar 2025
XAI-Driven Client Selection for Federated Learning in Scalable 6G Network Slicing Martino Chiarani Swastika Roy C. Verikoukis Fabrizio Granelli 48 1 0 16 Mar 2025
Robust Federated Learning in Unreliable Wireless Networks: A Client Selection Approach Y. Wang Wenkai Ji Jian Zhou Fu Xiao Tsung-Hui Chang 36 0 0 24 Feb 2025
Federated Learning with Dynamic Client Arrival and Departure: Convergence and Rapid Adaptation via Initial Model Construction Zhan-Lun Chang Dong-Jun Han Rohit Parasnis Seyyedali Hosseinalipour Christopher G. Brinton 16 0 0 08 Oct 2024
Data Measurements for Decentralized Data Markets Charles Lu Mohammad Mohammadi Amiri Ramesh Raskar FedML 35 5 0 06 Jun 2024
Efficient Data Distribution Estimation for Accelerated Federated Learning Yuanli Wang Lei Huang FedML 19 0 0 03 Jun 2024
Exploring the Practicality of Federated Learning: A Survey Towards the Communication Perspective Khiem H. Le Nhan Luong-Ha Manh Nguyen-Duc Danh Le-Phuoc Cuong D. Do Kok-Seng Wong FedML 27 1 0 30 May 2024
Maverick-Aware Shapley Valuation for Client Selection in Federated Learning Mengwei Yang Ismat Jarin Baturalp Buyukates A. Avestimehr A. Markopoulou FedML 18 0 0 21 May 2024
Energy-Efficient Federated Edge Learning with Streaming Data: A Lyapunov Optimization Approach Chung-Hsuan Hu Zheng Chen Erik G. Larsson 26 2 0 20 May 2024
SCALA: Split Federated Learning with Concatenated Activations and Logit Adjustments Jiarong Yang Yuan Liu FedML 19 2 0 08 May 2024
Federated Learning and Evolutionary Game Model for Fog Federation Formation Zyad Yasser Ahmad Hammoud Azzam Mourad Hadi Otrok Z. Dziong Mohsen Guizani 22 1 0 02 May 2024
IID Relaxation by Logical Expressivity: A Research Agenda for Fitting Logics to Neurosymbolic Requirements M. Stol Alessandra Mileo 19 1 0 30 Apr 2024
GPFL: A Gradient Projection-Based Client Selection Framework for Efficient Federated Learning Shijie Na Yuzhi Liang S.M. Yiu FedML 19 0 0 26 Mar 2024
KnFu: Effective Knowledge Fusion Seyed Jamal Seyed-Mohammadi Kawa Atapour J. Abouei Arash Mohammadi FedML 19 2 0 18 Mar 2024
Federated Learning on Transcriptomic Data: Model Quality and Performance Trade-Offs Anika Hannemann Jan Ewald Leo Seeger Erik Buchmann FedML 22 2 0 22 Feb 2024
CCFC++: Enhancing Federated Clustering through Feature Decorrelation Jie Yan Jing Liu Yi-Zi Ning Zhonghan Zhang FedML 16 2 0 20 Feb 2024
FedD2S: Personalized Data-Free Federated Knowledge Distillation Kawa Atapour S. J. Seyedmohammadi J. Abouei Arash Mohammadi Konstantinos N. Plataniotis FedML 22 2 0 16 Feb 2024
Communication-Efficient Multimodal Federated Learning: Joint Modality and Client Selection Liangqi Yuan Dong-Jun Han Su Wang Devesh Upadhyay Christopher G. Brinton 36 10 0 30 Jan 2024
Budgeted Online Model Selection and Fine-Tuning via Federated Learning P. M. Ghari Yanning Shen FedML 28 1 0 19 Jan 2024
CCFC: Bridging Federated Clustering and Contrastive Learning Jie Yan Jing Liu Zhonghan Zhang FedML 29 3 0 12 Jan 2024
Distributed client selection with multi-objective in federated learning assisted Internet of Vehicles Narisu Cha Long Chang 15 0 0 06 Jan 2024
Efficient Asynchronous Federated Learning with Sparsification and Quantization Juncheng Jia Ji Liu Chendi Zhou Hao Tian M. Dong Dejing Dou FedML 29 10 0 23 Dec 2023
FLASH-RL: Federated Learning Addressing System and Static Heterogeneity using Reinforcement Learning Sofiane Bouaziz Hadjer Benmeziane Youcef Imine Leila Hamdad Smail Niar Hamza Ouarnoughi 23 2 0 12 Nov 2023
Personalized Federated Learning via ADMM with Moreau Envelope Shengkun Zhu Jinshan Zeng Sheng Wang Yuan Sun Zhiyong Peng 13 0 0 12 Nov 2023
Multimodal Federated Learning in Healthcare: a Review Jacob Thrasher Alina Devkota Prasiddha Siwakotai Rohit Chivukula Pranav Poudel Chaunbo Hu Binod Bhattarai P. Gyawali 26 7 0 14 Oct 2023
Utilizing Free Clients in Federated Learning for Focused Model Enhancement Aditya Narayan Ravi Ilan Shomorony FedML 15 0 0 06 Oct 2023
Intelligent Client Selection for Federated Learning using Cellular Automata Nikolaos Pavlidis V. Perifanis Theodoros Panagiotis Chatzinikolaou G. Sirakoulis P. Efraimidis 18 3 0 01 Oct 2023
Adaptive Federated Learning via New Entropy Approach Shensheng Zheng Wenhao Yuan Xuehe Wang Ling-Yu Duan FedML OOD 13 1 0 27 Mar 2023
The Internet of Federated Things (IoFT): A Vision for the Future and In-depth Survey of Data-driven Approaches for Federated Learning Raed Al Kontar Naichen Shi Xubo Yue Seokhyun Chung E. Byon ... C. Okwudire Garvesh Raskutti R. Saigal Karandeep Singh Ye Zhisheng FedML 22 47 0 09 Nov 2021
A Field Guide to Federated Optimization Jianyu Wang Zachary B. Charles Zheng Xu Gauri Joshi H. B. McMahan ... Mi Zhang Tong Zhang Chunxiang Zheng Chen Zhu Wennan Zhu FedML 173 410 0 14 Jul 2021
FedML: A Research Library and Benchmark for Federated Machine Learning Chaoyang He Songze Li Jinhyun So Xiao Zeng Mi Zhang ... Yang Liu Ramesh Raskar Qiang Yang M. Annavaram Salman Avestimehr FedML 162 553 0 27 Jul 2020
Convergence of Update Aware Device Scheduling for Federated Learning at the Wireless Edge M. Amiri Deniz Gunduz Sanjeev R. Kulkarni H. Vincent Poor 63 168 0 28 Jan 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 141 1,663 0 14 Apr 2018