Federated Learning Aggregation

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26 papers in the last four weeks, up 117% on the four weeks before. 0.3% of all new papers.

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  1. ORDERS: An Empirical Study of Norm-Rank Aggregation for Personalized Federated Learning

    Oct 7, 2026Koffka KhanFederated LearningFederated Learning Aggregation

    Department of Computing and Information Technology, Faculty of Science and Technology, The University of the West Indies, St. Augustine, Trinidad and Tobago

  2. Efficient Secure Federated Learning via Information-Theoretically Secure Key Distribution: A Medical Imaging Case Study

    Oct 5, 2026Ivan Donà, Hans H. Brunner, Álvaro Troyano Olivas +3Federated Learning AggregationFederated Learning

    University of Trento Trento, Italy · Huawei Technologies Duesseldorf Munich, Germany · Universidad Politécnica de Madrid Madrid, Spain

  3. Large Stepsizes Federated Learning on Logistic Regression with Linearly Separable Data: The Case of Heterogeneous Devices

    Oct 5, 2026Hok Fong Wong, Hoi-To Wai, Chung-Yiu YauLogistic RegressionFederated Learning Aggregation

    Department of CSE, The Chinese University of Hong Kong, Hong Kong SAR · Department of SEEM, The Chinese University of Hong Kong, Hong Kong SAR · Department of ECE, University of Minnesota, Minnesota, USA

  4. FedLore: Communication and Memory Efficient Federated Learning via Shared Gradient Low-Rank Projection

    Oct 1, 2026Junkang LiuFederated Learning AggregationMemory-Efficient Fine-Tuning

    Tianjin University

  5. FedFit: Federated Fine-Tuning of LLMs via Vector-Bank Parameterization and Quantization

    Oct 1, 2026Hang Zou, Chao Zhang, Yuzhi Yang +3Federated Learning AggregationLow-Rank Adaptation

    6G Research Center, Khalifa University, 127788 Abu Dhabi, UAE · Department of Computer Science, Central South University, 410083, Changsha, China · Université de Lorraine, CNRS, CRAN, F-54000 Nancy, France

  6. 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

  7. Latent Information Sharing for Accelerating Federated Learning

    Oct 1, 2026Seungjun Lee, Ensieh Khazaei, Dimitrios Hatzinakos +2Federated Learning AggregationFederated Learning

    Inha University · University of Toronto · University of Birmingham

  8. Progressive-Resolution Secure Aggregation for Federated Learning

    Sep 30, 2026Seyed Mohammad Azimi-AbarghouyiFederated Learning AggregationSecure Aggregation

    Department of Electrical Engineering, Chalmers University of Technology, Gothenburg, Sweden

  9. FedMAD: Modulation-Aware Directional Aggregation for Federated Learning in Remote Sensing Image Classification

    Sep 30, 2026Barış Büyüktaş, Begüm DemirRemote Sensing Image UnderstandingFederated Learning Aggregation

    Faculty of Electrical Engineering and Computer Science, Technische Universität Berlin, 10587 Berlin, Germany · BIFOLD - Berlin Institute for the Foundations of Learning and Data, 10587 Berlin, Germany

  10. Compression Footprints as Security Signals for Model-Poisoning Defense in Federated Learning

    Sep 30, 2026Sachi Shome, William EiersFederated Learning AggregationByzantine-Robust Federated Learning

    Stevens Institute of Technology

  11. Cybersecurity in Edge Computing: A Trust-Aware Federated Hybrid Intrusion Detection Framework

    Sep 30, 2026Zawad Yalmie Sazid, Robert AbbasFederated Learning AggregationByzantine-Robust Federated Learning

    Victoria University, Sydney, Australia

  12. Understanding Head Geometry and Dynamics in Federated Regression through a Natural Solution Selection Rule: An Unconstrained Feature Model Analysis

    Sep 30, 2026Chuang Ma, Tomoyuki ObuchiFederated Learning AggregationFederated Learning

    Kyoto University · NII LLMC · RIKEN AIP

  13. Prototype-guided Bilateral Alignment Multimodal Federated Learning

    Sep 30, 2026Tianchi Liao Tianchi_Liao, Lele Fu, Sheng Huang +3Multimodal Federated LearningFederated Learning Aggregation

    Department of Computer Science, Hong Kong Baptist University, Hong Kong SAR, China · School of Computer Science and Engineering, Sun Yat-Sen University, Guangzhou, China

  14. CF-LoRA: Decoupled Factor Aggregation and Adaptation-Aware Client Clustering for Federated LoRA Fine-Tuning

    Sep 29, 2026Mengjun Yi, Langxing Yang, Suhan Guo +2Federated Learning AggregationFederated Fine-Tuning

    State Key Laboratory for Novel Software Technology · School of Artificial Intelligence School of Electronic Science and Engineering Nanjing University

  15. Agentic Federated Learning: Rule-Based Client and Server Agents for Adaptive Training

    Sep 28, 2026Deepthy K. Bhaskar, VP Binu, B MinimolFederated Learning AggregationClient Selection in Federated Learning

    Department of Computer Engineering, Model Engineering College, APJ Abdul Kalam Technological University, Thiruvananthapuram 695016, Kerala, India. · Department of Biomedical Engineering, Model Engineering College, APJ Abdul Kalam Technological University, Thiruvananthapuram 695016, Kerala, India.

  16. Upholding Robustness in Federated Learning: Trends, Emerging Strategies, and Research Opportunities

    Sep 23, 2026Pravija Raj P, Ashish Gupta, Andrea Augello +1Federated Learning AggregationAdversarial Robustness

    Department of Computer Science and Engineering, BITS Pilani Dubai Campus, Dubai, UAE · Department of Engineering, University of Palermo, Palermo, Italy · Department of Computer Science, Missouri University of Science and Technology, Rolla, USA

  17. A generalizable structural brain MRI foundation model built through dual-priority federated pretraining

    Sep 23, 2026Zhen Yu, Yang Liu, Xiahai Zhuang +1Medical Imaging Foundation ModelsFederated Learning Aggregation

    National Institute of Health Data Science, Peking University, Beijing, 100871, China. · Institute of Medical Technology, Peking University Health Science Center, Beijing, 100871, China. · State Key Laboratory of General Artificial Intelligence, Peking University, Beijing, 100871, China. +2

  18. Opinion Dynamics-based Coalition Formation for Federated Learning in Heterogeneous IoT Systems

    Sep 17, 2026Mohammed El Hanjri, Anas Abouaomar, Hamidou Tembine +1Opinion DynamicsFederated Learning Aggregation

    ENSIAS, Mohammed V University in Rabat, Morocco. · Department of Electrical and Computer Engineering, School of Engineering, University of Quebec at Trois-Rivieres, Quebec, Canada.

  19. Decentralized Gossip Learning and Federated Averaging for Histopathology Image Classification

    Sep 15, 2026Yusuf Ozturk, Bengisu Atli, Enes Goktekin +2Federated Learning AggregationNon-IID Federated Learning

    Antalya Bilim University, Electrical and Electronics Engineering Dep. Antalya, Türkiye · Antalya Bilim University, Computer Engineering Dep. Antalya, Türkiye · Ankara University, Graduate School of Natural and Applied Sciences, Ankara, Türkiye +1

  20. Certified Uncertainty Propagation in One-Shot Federated Bayesian Models via Posterior Event Transport

    Sep 14, 2026Mahyar Mohammadi, Mohammad Hossein Badiei, Abolfazl Yaghmaei +1Bayesian Neural NetworksNeural Network Verification

    School of Electrical and Computer Engineering, College of Engineering, University of Tehran, Tehran, 1417614411, Iran · School of Computer Science, Institute for Research in Fundamental Sciences (IPM), P.O. Box 19395-5746, Tehran, Iran

  21. 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

  22. SWB-DM: A Calibrated Sliced-Wasserstein-Barycenter Aggregator with Delayed-Momentum Caching for Byzantine-Robust Federated Learning under Partial Participation

    Sep 14, 2026Saranraj S, Saranya M S, Alex David S +1Federated Learning AggregationByzantine-Robust Federated Learning

    Department of AIML Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology Chennai, India · Assistant Professor, Department of AIML Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology Chennai, India · Professor, Department of AIML Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology Chennai, India

  23. End-to-End Verifiable and Robust Federated Learning

    Sep 14, 2026Doryan Lesaignoux, Enrique Mármol Campos, Gabriele Spini +2Federated Learning AggregationByzantine-Robust Federated Learning

    AIT Austrian Institute of Technology · Vienna, Austria · Department of Computer Engineering +2

  24. Fed-Equilibrium Framework for Topological Pareto Control in Robust and Fair Clinical Federated Learning

    Sep 14, 2026Ting Xu, Henry LeungFederated Learning AggregationByzantine-Robust Federated Learning

    Department of Biomedical Engineering University of Calgary Calgary, Canada

  25. USPLIT-VQA: U-Shaped Split Learning for Visual Question Answering with Contribution-Aware Weighted Aggregation

    Sep 14, 2026Md Khalid Syfullah, Alvi Ataur KhalilVisual Question AnsweringFederated Learning Aggregation

    Transformative Innovation for Trustworthy AI and Network Security (TITANS) Lab, Computer Science, Southern Illinois University Carbondale, USA

  26. When Topology Betrays Privacy: Lattice-Based Reconstruction Attacks on Secure Aggregation in Decentralized Federated Learning

    Sep 8, 2026Wenrui Yu, Changlong Ji, Johannes Bjerva +1Federated Learning AggregationSecure Aggregation

    Aalborg University Copenhagen, Denmark · Institut Polytechnique de Paris Paris, France

  27. Non-Coherent Over-the-Air Federated Learning: Protocol, Convergence, and Device Scheduling

    Sep 8, 2026Haifeng Wen, Nicolò Michelusi, Osvaldo Simeone +2Federated Learning AggregationCommunication-Efficient Distributed Training

    IoT Thrust, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, 511453, China · School of Electrical, Computer and Energy Engineering, Arizona State University, Tempe, AZ 85281 USA · Institute for Intelligent Networked Systems, Northeastern University London, London, E1 8PH, UK +2

  28. Robust Decentralized Personalized Federated Learning via Prediction-Constrained Neighborhood Collaboration

    Sep 7, 2026Xiao Ma, Hong Shen, Hui Tian +2Federated Learning AggregationByzantine-Robust Federated Learning

    Faculty of Applied Sciences, Macao Polytechnic University, Macao SAR, China

  29. 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

  30. Backdoors Leave Structural Traces: FedMAST for Backdoor Detection and Containment in Federated Learning

    Sep 4, 2026Srinivasan Subramanian, Md. Abdullah Al Hafiz Khan, Kazi Aminul IslamFederated Learning AggregationByzantine-Robust Federated Learning

    Department of Computer Science Kennesaw State University Marietta, USA