Asynchronous Federated Learning

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6 papers in the last four weeks, with none the four weeks before. 0.1% of all new papers.

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  1. Federated Learning for LLMs over Mobile Networks: Issues and Solutions in the RAN Transport

    Oct 1, 2026Emilio Paolini, Andrea Pinto, Flavio Esposito +1Federated Learning AggregationAsynchronous Federated Learning

    Tecip Institute, Scuola Superiore Sant’Anna, Pisa, Italy · Computer Science Department, Saint Louis University, St. Louis, USA

  2. QoS-Aware Federated Learning for Multimodal In-Cabin Interaction in Smart Vehicles

    Sep 17, 2026Baran Can Gül, Mert Nakıp, Nasser Jazdi +1Multimodal Federated LearningAsynchronous Federated Learning

    Institute of Industrial Automation and Software Engineering, University of Stuttgart, Pfaffenwaldring 47, 70550 Stuttgart, Germany · Institute of Theoretical and Applied Informatics, Polish Academy of Sciences (IITIS PAN), 44-100 Gliwice, Poland · Ideatrum Ltd. Sti., 35560, İzmir, Türkiye

  3. Privacy-enhanced federated learning via asynchronous aggregation and local differential perturbation

    Sep 14, 2026Zhen Zhong, Shini Yang, Liesheng WeiFederated Learning AggregationAsynchronous Federated Learning

    Georgetown University, Washington, D.C., USA · Georgetown University, Washington,D.C, USA · LinkedIn, CA, USA +1

  4. HybridFLow: SDN-Orchestrated Client Partitioning for Hybrid Federated Learning

    Sep 9, 2026Osama Abu Hamdan, Rabin Pandey, Hao Che +2Asynchronous Federated LearningFederated Learning

    University of Texas at Arlington · Missouri University of Science and Technology · Meta Platforms, Inc.

  5. NEXUS-MI: Communication-Aware Federated Personalization for Gateway-Coordinated Motor-Imagery Brain-Computer Interfaces

    Sep 9, 2026Daniel Adu Worae, Aarthy NagarajanElectroencephalographyBrain-Computer Interfaces

    Department of Computer Science and Engineering, University of Notre Dame, 307 Fitzpatrick Hall, Notre Dame, IN 46556, USA · Department of Computer Science and Engineering and the Lucy Family Institute for Data and Society, University of Notre Dame, Notre Dame, IN 46556, USA

  6. FedRAW: Preserving Rare-Label Influence in Asynchronous Federated Learning

    Sep 7, 2026Prashant Bajpai, Divya Saxena, Philippe Lalanda +1Federated Learning AggregationAsynchronous Federated Learning

    School of Artificial Intelligence and Data Science, Indian Institute of Technology Jodhpur, India · Department of Computer Science and Engineering, Indian Institute of Technology Jodhpur, India · Laboratoire d’Informatique de Grenoble (LIG), University of Grenoble Alpes, Grenoble, France

  7. Robust Federated Learning Under Real-World Client Churn

    Jul 8, 2026Dhruv Garg, Neha Lakhani, Debopam Sanyal +3Federated Learning AggregationCommunication-Efficient Distributed Training

    Georgia Tech USA · Cisco Research USA

  8. Asynchronous Decentralized Federated Learning over Lossy Wireless Links via Reception- and Age-Aware Aggregation

    Jun 9, 2026Chanuka A. S. Hewa Kaluannakkage, Rajkumar BuyyaFederated Learning AggregationAsynchronous Federated Learning

    Quantum Cloud and Distributed Systems (qCLOUDS) Lab School of Computing and Information Systems The University of Melbourne, Australia

  9. AlignFed: Alignment-Aware Asynchronous Federated Fine-Tuning for Large Language Models in Heterogeneous Edge Environments

    Jun 6, 2026Yan Wang, Ziyi Gao, Rui WangLLM Fine-TuningAsynchronous Federated Learning

    Department of Computer and Communication Engineering, University of Science and Technology Beijing, Beijing 100083, China

  10. Echelon: Auditable Aggregate-Only Language-Model Adaptation Across Privacy Boundaries

    Jun 1, 2026Hina Dixit, Punit Kumar, Irene Tenison +1Privacy-Preserving Language ModelsCommunication-Efficient Distributed Training

    Decompute Inc., Cupertino

  11. On the Push-Based Asynchronous Federated Learning: A Bias-Correction Aggregation Approach

    May 24, 2026Jiahui Bai, Hai Dong, A. K. QinMulti-Agent CoordinationFederated Learning Aggregation

    School of Computer Technologies, RMIT University Melbourne, VIC, Australia · School of Science, Computing and Engineering Technologies, Swinburne University of Technology Hawthorn, VIC, Australia

  12. FedQueue: Queue-Aware Federated Learning for Cross-Facility HPC Training

    May 4, 2026Yijiang Li, Emon Dey, Zilinghan Li +3Federated Learning AggregationHigh-Performance Computing

    Mathematics and Computer Science Division, Argonne National Laboratory, Lemont, IL, USA · Data Science and Learning Division, Argonne National Laboratory, Lemont, IL, USA

  13. Asynchronous Federated Unlearning with Invariance Calibration for Medical Imaging

    Apr 29, 2026Zhaoyuan Cai, Xinglin ZhangFederated UnlearningMedical Imaging

    School of Computer Science and Engineering South China University of Technology Guangzhou, China

  14. 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

  15. Asynchronous Federated Continual Segmentation with Evolving Clients and Label Spaces

    Mar 19, 2025Can Peng, Qianhui Men, Pramit Saha +5Federated Learning AggregationFederated Continual Learning

    University of Oxford, Oxford, United Kingdom · University of Bristol, Bristol, United Kingdom