Non-IID Federated Learning

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14 papers in the last four weeks, up 75% on the four weeks before. 0.1% of all new papers.

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  1. FedUHD: Unsupervised Federated Learning using In-Memory Hyperdimensional Computing

    Aug 16, 2025You Hak Lee, Keming Fan, Xiaofan Yu +4Compute-in-MemoryFederated Learning Aggregation

    University of California San Diego, USA

  2. FedSA-GCL: A Semi-Asynchronous Federated Graph Learning Framework with Personalized Aggregation and Cluster-Aware Broadcasting

    Jul 24, 2025Zhongzheng Yuan, Lianshuai Guo, Xunkai Li +3Asynchronous Federated LearningNon-IID Federated Learning

    Shandong University, School of Airspace Science and Engineering, Weihai 264209, China · Beijing Institute of Technology, School of Computer Science and Technology, Beijing 100081, China · Sun Yat-sen University, School of Computer Science and Engineering, Guangzhou 510275, China

  3. H-FedSN: Personalized Sparse Networks for Efficient and Accurate Hierarchical Federated Learning for IoT Applications

    Dec 9, 2024Jiechao Gao, Yuangang Li, Jie Wang +3Hierarchical Federated LearningInternet of Things

    University of Virginia Charlottesville, VA, USA

  4. Influence-Oriented Personalized Federated Learning

    Oct 4, 2024Yue Tan, Guodong Long, Jing Jiang +1Federated Learning AggregationNon-IID Federated Learning

    Griffith University · University of Technology Sydney · Hong Kong Polytechnic University

  5. MLLM-LLaVA-FL: Multimodal Large Language Model Assisted Federated Learning

    Sep 9, 2024Jianyi Zhang, Hao Frank Yang, Ang Li +5Multimodal Federated LearningNon-IID Federated Learning

    Duke University · Johns Hopkins University · University of Maryland College Park +1

  6. Personalized Additive Modeling for Multi-level Federated Learning

    May 26, 2024Shutong Chen, Guodong Long, Tianyi Zhou +3Non-IID Federated LearningFederated Learning

    University of Technology Sydney, Australia · Mohamed bin Zayed University of Artificial Intelligence, UAE · The Hong Kong Polytechnic University, China

  7. Convergence Analysis of Sequential Federated Learning on Heterogeneous Data

    Nov 6, 2023Yipeng Li, Xinchen LyuNon-IID Federated LearningStochastic Optimization Convergence

    National Engineering Research Center for Mobile Network Technologies Beijing University of Posts and Telecommunications Beijing, 100876, China

  8. Reinforcement Federated Learning Method Based on Adaptive OPTICS Clustering

    Jun 22, 2023Tianyu Zhao, Junping Du, Yingxia Shao +1Federated Learning AggregationClustering

    Beijing Key Laboratory of Intelligent Communication Software and Multimedia, School of Computer Science (National Pilot Software Engineering School), Beijing University of Posts and Telecommunications, Beijing, China

  9. StoCFL: A Stochastically Clustered Federated Learning Framework for Non-IID Data with Dynamic Client Participation

    Mar 2, 2023Dun Zeng, Xiangjing Hu, Shiyu Liu +3Non-IID Federated LearningClustered Federated Learning

    University of Electronic Science and Technology of China · Peng Cheng Lab · Harbin Institute of Technology, Shenzhen +1

  10. Class-wise Contribution Estimation via Logit Maximization for Federated Learning

    Date pendingAsim Ukaye, Nurbek Tastan, Mubarak Abdu-Aguye +1Class-Imbalanced LearningFederated Learning Aggregation

    Mohamed bin Zayed University of Artificial Intelligence, UAE · Michigan State University, USA