Heterogeneity for the Win: One-Shot Federated Clustering

1 March 2021

Papers citing "Heterogeneity for the Win: One-Shot Federated Clustering"

50 / 71 papers shown

Title
MMiC: Mitigating Modality Incompleteness in Clustered Federated Learning L. Yang W. Zhang Quan Z. Sheng Weitong Chen L. Yao Weitong Chen A. Shakeri 24 0 0 11 May 2025
Towards One-shot Federated Learning: Advances, Challenges, and Future Directions Flora Amato Lingyu Qiu Mohammad Tanveer S. Cuomo F. Giampaolo F. Piccialli FedML 55 0 0 05 May 2025
Diversity-Driven Learning: Tackling Spurious Correlations and Data Heterogeneity in Federated Models Gergely Németh Eros Fani Yeat Jeng Ng Barbara Caputo M. Lozano Nuria Oliver Novi Quadrianto FedML 26 0 0 15 Apr 2025
Federated Intrusion Detection System Based on Unsupervised Machine Learning Maxime Gourceyraud Rim Ben Salem Christopher Neal Frédéric Cuppens Nora Boulahia-Cuppens 34 0 0 28 Mar 2025
Evaluating Membership Inference Attacks in heterogeneous-data setups Bram van Dartel Marc Damie Florian Hahn MIACV MIALM 151 0 0 26 Feb 2025
One-shot Federated Learning Methods: A Practical Guide Xiang Liu Zhenheng Tang Xia Li Yijun Song Sijie Ji Zemin Liu Bo Han Linshan Jiang Jialin Li FedML 84 1 0 13 Feb 2025
Federated Deep Subspace Clustering Yupei Zhang Ruojia Feng Yifei Wang Xuequn Shang FedML 80 0 0 17 Jan 2025
Asynchronous Federated Clustering with Unknown Number of Clusters Y. Zhang Yiqun Zhang Yang Lu Mengke Li Xi Chen Y. Cheung FedML 40 0 0 31 Dec 2024
Fed-EC: Bandwidth-Efficient Clustering-Based Federated Learning For Autonomous Visual Robot Navigation Shreya Gummadi M. V. Gasparino Deepak Vasisht Girish Chowdhary FedML 35 1 0 06 Nov 2024
A Unified Solution to Diverse Heterogeneities in One-shot Federated Learning Jun Bai Yiliao Song Di Wu Atul Sajjanhar Yong Xiang Wei Zhou Xiaohui Tao Yan Li Y. Li FedML 53 0 0 28 Oct 2024
FuseFL: One-Shot Federated Learning through the Lens of Causality with Progressive Model Fusion Zhenheng Tang Yonggang Zhang Peijie Dong Y. Cheung Amelie Chi Zhou Bo Han Xiaowen Chu FedML MoMe AI4CE 47 6 0 27 Oct 2024
Comparative Evaluation of Clustered Federated Learning Methods Michael Ben Ali Omar El-Rifai Imen Megdiche André Peninou Olivier Teste FedML 27 0 0 18 Oct 2024
Fair Decentralized Learning Sayan Biswas Anne-Marie Kermarrec Rishi Sharma Thibaud Trinca M. Vos FedML 32 0 0 03 Oct 2024
Federated One-Shot Ensemble Clustering Rui Duan Xin Xiong Jueyi Liu Katherine P. Liao Tianxi Cai FedML 16 0 0 12 Sep 2024
DFDG: Data-Free Dual-Generator Adversarial Distillation for One-Shot Federated Learning Kangyang Luo Shuai Wang Y. Fu Renrong Shao Xiang Li Yunshi Lan Ming Gao Jinlong Shu FedML 25 2 0 12 Sep 2024
Federated Clustering: An Unsupervised Cluster-Wise Training for Decentralized Data Distributions Mirko Nardi Lorenzo Valerio A. Passarella FedML 12 0 0 20 Aug 2024
Jigsaw Game: Federated Clustering Jinxuan Xu Hong-You Chen Wei-Lun Chao Yuqian Zhang FedML 34 0 0 17 Jul 2024
Fair Federated Data Clustering through Personalization: Bridging the Gap between Diverse Data Distributions Shivam Gupta Tarushi Tsering Wangzes Shweta Jain FedML 20 0 0 05 Jul 2024
Bridging Model Heterogeneity in Federated Learning via Uncertainty-based Asymmetrical Reciprocity Learning Jiaqi Wang Chenxu Zhao Lingjuan Lyu Quanzeng You Mengdi Huai Fenglong Ma FedML 37 3 0 03 Jul 2024
Asynchronous Multi-Server Federated Learning for Geo-Distributed Clients Yuncong Zuo Bart Cox Lydia Y. Chen Jérémie Decouchant 29 0 0 03 Jun 2024
Federated Learning with Only Positive Labels by Exploring Label Correlations Xuming An Dui Wang Li Shen Yong Luo Han Hu Bo Du Yonggang Wen Dacheng Tao FedML 18 0 0 24 Apr 2024
A Survey on Federated Analytics: Taxonomy, Enabling Techniques, Applications and Open Issues Zibo Wang Haichao Ji Yifei Zhu Dan Wang Zhu Han 43 1 0 19 Apr 2024
Rethinking the Representation in Federated Unsupervised Learning with Non-IID Data Xinting Liao Weiming Liu Chaochao Chen Pengyang Zhou Fengyuan Yu Huabin Zhu Binhui Yao Tao Wang Xiaolin Zheng Yanchao Tan FedML 33 7 0 25 Mar 2024
FedFisher: Leveraging Fisher Information for One-Shot Federated Learning Divyansh Jhunjhunwala Shiqiang Wang Gauri Joshi FedML 26 6 0 19 Mar 2024
Training Machine Learning models at the Edge: A Survey Aymen Rayane Khouas Mohamed Reda Bouadjenek Hakim Hacid Sunil Aryal 29 9 0 05 Mar 2024
Enhancing One-Shot Federated Learning Through Data and Ensemble Co-Boosting Rong Dai Yonggang Zhang Ang Li Tongliang Liu Xun Yang Bo Han FedML 74 12 0 23 Feb 2024
CCFC++: Enhancing Federated Clustering through Feature Decorrelation Jie Yan Jing Liu Yi-Zi Ning Zhonghan Zhang FedML 19 2 0 20 Feb 2024
Federated Analytics-Empowered Frequent Pattern Mining for Decentralized Web 3.0 Applications Zibo Wang Yifei Zhu Dan Wang Zhu Han 24 2 0 15 Feb 2024
Parametric Feature Transfer: One-shot Federated Learning with Foundation Models Mahdi Beitollahi Alex Bie S. Hemati Leo Maxime Brunswic Xu Li Xi Chen Guojun Zhang FedML 66 8 0 02 Feb 2024
CCFC: Bridging Federated Clustering and Contrastive Learning Jie Yan Jing Liu Zhonghan Zhang FedML 34 3 0 12 Jan 2024
Contrastive encoder pre-training-based clustered federated learning for heterogeneous data Ye Lin Tun Minh N. H. Nguyen Chu Myaet Thwal J. Choi Choong Seon Hong FedML 22 13 0 28 Nov 2023
Privacy-preserving Federated Primal-dual Learning for Non-convex and Non-smooth Problems with Model Sparsification Yiwei Li Chien-Wei Huang Shuai Wang Chong-Yung Chi Tony Q. S. Quek FedML 17 1 0 30 Oct 2023
Dynamically Weighted Federated k-Means Patrick Holzer Tania Jacob Shubham Kavane FedML 17 1 0 23 Oct 2023
Federated K-means Clustering Swier Garst Marcel Reinders FedML 13 5 0 02 Oct 2023
Federated Deep Multi-View Clustering with Global Self-Supervision Xinyue Chen Jie Xu Yazhou Ren X. Pu Ce Zhu Xiao-lan Zhu Zhifeng Hao Lifang He FedML 10 15 0 24 Sep 2023
Privacy-preserving Continual Federated Clustering via Adaptive Resonance Theory Naoki Masuyama Yusuke Nojima Y. Toda C. K. Loo H. Ishibuchi N. Kubota FedML 21 3 0 07 Sep 2023
Wireless Federated $k$ -Means Clustering with Non-coherent Over-the-Air Computation Alphan Șahin 21 1 0 11 Aug 2023
UFed-GAN: A Secure Federated Learning Framework with Constrained Computation and Unlabeled Data Achintha Wijesinghe Songyang Zhang Siyu Qi Zhi Ding FedML 11 2 0 10 Aug 2023
Federated K-Means Clustering via Dual Decomposition-based Distributed Optimization V. Yfantis A. Wagner Martin Ruskowski FedML 11 1 0 25 Jul 2023
Federated Generative Learning with Foundation Models Jie M. Zhang Xiaohua Qi Bo-Lu Zhao FedML 37 21 0 28 Jun 2023
Federated and distributed learning applications for electronic health records and structured medical data: A scoping review Siqi Li Pinyan Liu G. G. Nascimento Xinru Wang F. Leite ... Daniel Ting Hamed Haddadi M. Ong M. A. Peres Nan Liu 4 11 0 14 Apr 2023
FedPNN: One-shot Federated Classification via Evolving Clustering Method and Probabilistic Neural Network hybrid Polaki Durga Prasad Yelleti Vivek V. Ravi FedML 15 0 0 09 Apr 2023
Selective Knowledge Sharing for Privacy-Preserving Federated Distillation without A Good Teacher Jiawei Shao Fangzhao Wu Jun Zhang FedML 16 26 0 04 Apr 2023
One-Shot Federated Conformal Prediction Pierre Humbert B. L. Bars A. Bellet Sylvain Arlot FedML 22 15 0 13 Feb 2023
Differentially Private Federated Clustering over Non-IID Data Yiwei Li Shuai Wang Chong-Yung Chi Tony Q. S. Quek FedML 13 12 0 03 Jan 2023
DYNAFED: Tackling Client Data Heterogeneity with Global Dynamics Renjie Pi Weizhong Zhang Yueqi Xie Jiahui Gao Xiaoyu Wang Sunghun Kim Qifeng Chen DD 37 26 0 20 Nov 2022
Feature Correlation-guided Knowledge Transfer for Federated Self-supervised Learning Yi Liu Song Guo Jie M. Zhang Qihua Zhou Yingchun Wang Xiaohan Zhao 17 1 0 14 Nov 2022
Try to Avoid Attacks: A Federated Data Sanitization Defense for Healthcare IoMT Systems Chong Chen Ying Gao Leyu Shi Siquan Huang AAML 32 0 0 03 Nov 2022
Auxo: Efficient Federated Learning via Scalable Client Clustering Jiachen Liu Fan Lai Yinwei Dai Aditya Akella H. Madhyastha Mosharaf Chowdhury 42 10 0 29 Oct 2022
Federated clustering with GAN-based data synthesis Jie Yan Jing Liu Jianpeng Qi Zhonghan Zhang FedML 24 7 0 29 Oct 2022