Federated Learning

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91 papers in the last four weeks, up 176% on the four weeks before. 0.9% of all new papers.

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  1. Toward Production-Ready Federated Learning in Healthcare: Privacy, Orchestration, and Governance in MLOps

    Jul 11, 2026Sakshi Gorkhali, Jonesh ShresthaPrivacy-Preserving MLFederated Learning

    Jarvis College of Computing and Digital Media DePaul University Chicago Illinois United States

  2. Secure Decentralized Federated Learning via Gossip and Virtual Voting

    Jul 9, 2026Amirhossein Taherpour, Xiaodong WangFederated Learning AggregationByzantine-Robust Federated Learning

    Department of Electrical Engineering, Columbia University, New York, NY, USA

  3. Federated Deep Learning for Privacy-Preserving Cardiovascular Disease Risk Prediction

    Jul 9, 2026Hyunho Mo, Djura Smits, Mahlet A. Birhanu +4Privacy-Preserving MLClinical Risk Prediction

    Department of Radiology & Nuclear Medicine, Erasmus MC University Medical Center Rotterdam, Dr. Molewaterplein 40, Rotterdam, 3015 GD, The Netherlands · 2Netherlands eScience Center, Matrix THREE, Science Park 402, Amsterdam, 1098 XH, The Netherlands · Department of Epidemiology, Erasmus MC University Medical Center Rotterdam, Dr. Molewaterplein 40, Rotterdam, 3015 GD, The Netherlands +2

  4. FedOPAL: One-Shot Federated Learning via Analytic Visual Prompt Tuning

    Jul 9, 2026Lingyu Qiu, Daniela Annunziata, Stefano Izzo +2Federated Learning AggregationNon-IID Federated Learning

    Department of Mathematics and Applications “R. Caccioppoli”, University of Naples Federico II, Italy

  5. Benchmark Evaluation of Feredated Learning on Multi-organ Images

    Jul 9, 2026Junbin Mao, Xu Tian, Jianchun Zhu +2Medical Image AnalysisMedical Image Benchmarks

    Hunan Provincial Key Laboratory on Bioinformatics, School of Computer Science and Engineering, Central South University, Changsha 410083, China · Xinjiang Engineering Research Center of Big Data and Intelligent Software, School of software, Xinjiang University, Urumqi, 830008, China

  6. FedTR: Federated Learning Framework with Transfer Learning for Industrial Visual Inspection

    Jul 9, 2026Vikash Sathiamoorthy, Shuo Huai, Hao Kong +7Industrial InspectionOptical Character Recognition

    HP-NTU Digital Manufacturing Corporate Lab, Nanyang Technological University, Singapore · School of Computer Science and Engineering, Nanyang Technological University, Singapore · Department of Computer Science, Norwegian University of Science and Technology, Norway +2

  7. Collate: Collaborative Neural Network Learning for Latency-Critical Edge Systems

    Jul 9, 2026Shuo Huai, Di Liu, Hao Kong +5Efficient Neural Network InferenceFederated Learning Aggregation

    School of Computer Science and Engineering, Nanyang Technological University, Singapore · HP-NTU Digital Manufacturing Corporate Lab, Nanyang Technological University, Singapore · HP Inc., Palo Alto, California, USA

  8. Collaborative Synthetic Data Generation for Knowledge Transfer in Federated Learning

    Jul 8, 2026Maximilian Andreas Hoefler, Karsten Mueller, Wojciech SamekFederated Learning AggregationSynthetic Data Generation

    Fraunhofer Heinrich Hertz Institute · BIFOLD Technical University Berlin

  9. FedCVESA: Taking Away Training Data in Federated Learning via Correlation Value Encoding and Segmented Aggregation

    Jul 8, 2026Chongkai Li, Bang Zhang, Wenjian LuoPrivacy-Preserving MLFederated Learning

    Guangdong Provincial Key Laboratory of Novel Security Intelligence Technologies, Institute of Cyberspace Security, School of Computer Science and Technology, Harbin Institute of Technology, Shenzhen 518055, China

  10. 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

  11. AirPASS: Over-the-Air Federated Learning via Pinching Antenna Systems

    Jul 7, 2026Seyed Mohammad Azimi-Abarghouyi, Christopher G. BrintonFederated Learning AggregationWireless Communications

    Department of Electrical Engineering, Chalmers University of Technology, Gothenburg, Sweden · School of Electrical and Computer Engineering, Purdue University, West Lafayette, IN USA

  12. Dual Attention Heads for Personalized Federated Learning in ECG Classification

    Jul 7, 2026Kien Le, Joseph Lindley, Quoc Bao Phan +1TransformerElectrocardiogram Classification

    Computer Science College of Arts and Sciences Florida State University Tallahassee, FL 32310, USA · Chemical & Biomedical Engineering FAMU-FSU College of Engineering Florida State University Tallahassee, FL 32310, USA · Electrical & Computer Engineering FAMU-FSU College of Engineering Florida State University Tallahassee, FL 32310, USA

  13. Entropy-Guided Tensor Compression for Multimodal Federated Learning on Edge Devices

    Jul 7, 2026Quoc Bao Phan, Tuy Tan NguyenTensor NetworksMultimodal Federated Learning

    Department of Electrical and Computer Engineering, Center for Advanced Power Systems, FAMU-FSU College of Engineering, Florida State University, Tallahassee, FL 32310, USA

  14. ProMoE-FL: Prototype-conditioned Mixture of Experts for Multimodal Federated Learning with Missing Modalities

    Jul 7, 2026Aavash Chhetri, Bibek Niroula, Eduard Vazquez +4Multimodal Federated LearningMissing-Modality Learning

    NepAl Applied Mathematics and Informatics Institute for research, Nepal · Fogsphere (Redev.AI Ltd), UK · University of Lausanne, Switzerland +4

  15. WHERE to Generate Matters: Budget-Aware Synthetic Augmentation for Label Skewed Federated Learning

    Jul 7, 2026Sangwoo Lee, Sunghwan Park, Jaewoo LeeSynthetic Data AugmentationData Augmentation

    Chung-Ang University, Seoul, South Korea

  16. PRoVeFL: Private Robust and Verifiable Aggregation in Federated Learning

    Jul 7, 2026Harsh Kasyap, Anil Kumar Pradhan, Ugur Ilker Atmaca +2Federated Learning AggregationByzantine-Robust Federated Learning

    Indian Institute of Technology (BHU), Varanasi, India · University of Warwick, Coventry, UK · Vaulttree,, Ireland +2

  17. F-ACVAE: A Federated Adaptive Conditional Variational Auto-Encoder for Privacy-Preserving Intrusion Detection in IoT Networks

    Jul 6, 2026Mohammad Ansarimehr, Somayeh Changiz, Ehsan Baghishani +1Network Intrusion DetectionInternet of Things

    Department of Computer Engineering, Ne. C., Islamic Azad University, Neyshabur, Iran

  18. Air-Plan: Query-Optimized Topology Selection for Over-the-Air Decentralized Federated Learning

    Jul 5, 2026Kaushal Attaluri, Rebeca P. Diaz-Redondo, Manuel Fernandez VeigaFederated Learning AggregationWireless Communications

    ICLab, atlanTTic, University of Vigo

  19. Channel-Adaptive Robust Aggregation for Over-the-Air Federated Learning in Heterogeneous Networks

    Jul 5, 2026Zubaida Fatima, Zubair Shaban, Yusuf Jamal +3Federated Learning AggregationOver-the-Air Federated Learning

    IIIT, Delhi · IIT Dharwad

  20. SpecGradFilter: A Spectral Gradient Filtering Framework for Taming Federated Heterogeneity

    Jul 5, 2026Liyang Yuan, Yibo Yang, Dandan Guo +2Non-IID Federated LearningFederated Learning

    School of Artificial Intelligence, Jilin University, Changchun 130012, China · King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia · School of Intelligence Science and Technology, Peking University, China

  21. FedFFT: Taming Client Drift in Federated SAM via Spectral Perturbation Filtering

    Jul 5, 2026Liyang Yuan, Yibo Yang, Dandan GuoSharpness-Aware MinimizationNon-IID Federated Learning

    School of Artificial Intelligence, Jilin University, Changchun, China · King Abdullah University of Science and Technology, Saudi Arabia

  22. FedProIn: Mitigating Client Drift for Learnable Prototypes in Federated Medical Imaging

    Jul 5, 2026Harsh Kumar, Tarun Kumar Garg, Vaanathi SundaresanFederated Learning AggregationNon-IID Federated Learning

    Department of Computational and Data Sciences, Indian Institute of Science Bengaluru, Karnataka 560012, India · Department of IISc Mathematics Initiative, Indian Institute of Science Bengaluru, Karnataka 560012, India

  23. FedSPM: Routing-Enabled Federated Learning under Dual Heterogeneity via Semiparametric Mixture

    Jul 5, 2026Zijian Wang, Pengfei Li, Guangyu Yang +1Latent Variable ModelsAdaptive Model Routing

    Institute of Statistics and Big Data, Renmin University of China · Department of Statistics and Actuarial Science, University of Waterloo

  24. FedACT: Federated Adaptive Coordinate Trust Modulation for Robust Transformer Training under Data Heterogeneity

    Jul 4, 2026Shuai Li, Qinglin Wang, Ping Luo +8Federated LearningHeterogeneous Federated Learning

    Laboratory of Digitizing Software for Frontier Equipment, National University of Defense Technology · 2National Key Laboratory of Parallel and Distributed Computing, National University of Defense Technology · College of Computer Science and Technology, National University of Defense Technology, Changsha 410073, China

  25. FedAvg for HAR: Exploring the Tradeoff Between Personalized and Generalization Accuracy

    Jul 3, 2026Andrea De Luna, Susanna Peretti, Chiara Contoli +1Federated Learning AggregationHuman Activity Recognition

    DiSPeA University of Urbino

  26. Decentralised Federated Learning over Temporal Networks: The Role of Heterogeneities

    Jul 3, 2026Arash Badie-Modiri, Chiara Boldrini, Lorenzo Valerio +2Federated Learning AggregationDecentralized Learning

    National Research Council, Pisa · Central European University, Vienna · Aalto University, Espoo +1

  27. QFedAgent: Quantum-Enhanced Personalized Federated Learning for Multi-Agent Activity Recognition

    Jul 2, 2026Quoc Bao Phan, Tuy Tan NguyenMultimodal Federated LearningHuman Activity Recognition

    Department of Electrical and Computer Engineering FAMU-FSU College of Engineering, Florida State University Tallahassee, FL 32310, USA

  28. Federated Learning for Object Detection: Enabling Collaborative Drone Learning Without Centralizing Data

    Jul 2, 2026Daniel M. Jimenez-Gutierrez, Enrique Zuazua, Georgios Kellaris +3Object DetectionAerial Object Detection

  29. Class-Grouped Normalized Momentum and Faster Hyperparameter Exploration to Tackle Class Imbalance in Federated Learning

    Jul 1, 2026Haemin Park, Diego Klabjan, Martin W. Braun +2Class-Imbalanced LearningDeep Learning Optimization

    Department of Industrial Engineering & Management Sciences, Northwestern University, Evanston, IL, USA · Intel Corporation, Chandler, AZ, USA

  30. Auto-FL-Research: Agentic Search for Federated Learning Algorithms

    Jul 1, 2026Holger R. Roth, Ziyue Xu, Chester Chen +3Automated Algorithm DiscoveryAutonomous Research Agents

    NVIDIA, Santa Clara, USA