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. GEN-Guard: Correcting Generalization Failures for Deployable Federated Surgical AI

    Jun 18, 2026Julia Alekseenko, Pietro Mascagni, AI4SafeChole Consortium +1Surgical Video UnderstandingFederated Learning

    University of Strasbourg, CNRS, INSERM, ICube, UMR7357, Strasbourg, France · IHU Strasbourg, Strasbourg, France · Bioimage Analysis Center, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy +3

  2. When Calibration Fails the Vulnerable Hospital: Federated Conformal Risk Control via Risk-Curve Shrinkage

    Jun 18, 2026Nafis Fuad ShahidConformal PredictionConformal Risk Control

    Dhaka, Bangladesh

  3. Federated Bilevel Performative Prediction

    Jun 18, 2026Liangxin Qian, Chang Liu, Xuanyu Cao +2Bilevel OptimizationPerformative Prediction

    College of Computing and Data Science, Nanyang Technological University, 639798, Singapore · Innovation and Management Center, School of Software Technology (Ningbo), Zhejiang University, 315100, China · School of Electrical Engineering & Computer Science, Washington State University, Pullman, WA 99164, USA.

  4. Variational Consensus Monte Carlo for Bayesian Mixture

    Jun 17, 2026Julie Fendler, Francesca L. Crowe, Tom Marshall +2Markov Chain Monte CarloFederated Learning Aggregation

    MRC Biostatistics Unit, University of Cambridge · Institute of Applied Health Research, University of Birmingham

  5. SCOPE-FL: A Strategy-proof Chain-based Optimal pareto efficient Federated Learning System

    Jun 16, 2026Seyed Salar Ghazi, Kaiwen Zhang, Mehdi feizi +1Hierarchical Federated LearningMechanism Design

    Department of Software and IT Engineering, École de Technologie Supérieure (ÉTS), Montréal, QC H3C 1K3, Canada · Department of Economics, Faculty of Economics and Administrative Sciences, Ferdowsi University of Mashhad, Mashhad, Iran · Department of Electrical and Computer Engineering, University of Toronto, Toronto, ON M5S 3G4, Canada

  6. C2FL: Clustered Continual Federated Learning under Spatial and Temporal Drift

    Jun 16, 2026Davide Domini, Gianluca Aguzzi, Lorenzo Pellegrini +2Federated Learning AggregationFederated Continual Learning

    University of Bologna · Aarhus University

  7. TIGER: Inverting Transformer Gradients via Embedding-Subspace Distance Optimization

    Jun 16, 2026William Kalikman, Ivo Petrov, Dimitar I. Dimitrov +1Gradient Inversion AttacksTransformer

    ETH Zürich · INSAIT, Sofia University "St. Kliment Ohridski"

  8. Federated Explainable Artificial Intelligence: Roles, Architectures, Evaluation, and Open Challenges

    Jun 15, 2026Masoume Gholizade, Fabrizio Ruffini, Pietro Ducange +1Explainable Artificial IntelligencePrivacy-Preserving ML

    Department of Information Engineering, University of Pisa, Largo Lucio Lazzarino 1, Pisa, 56122, Italy

  9. Your Privacy My Cloak: Backdoor Attacks on Differentially Private Federated Learning

    Jun 15, 2026Xiaolin Li, Ning Wang, Ninghui Li +1Backdoor Attacks in Federated LearningDifferentially Private Federated Learning

    Purdue University West Lafayette, IN, USA · University of South Florida Tampa, FL, USA

  10. Beyond Weights and Gradients: A Taxonomy of Federated Learning Messages

    Jun 15, 2026Alvaro Javier Vargas Guerrero, Xinguang Wang, Quang Manh Doan +1Communication-Efficient Distributed TrainingPrivacy-Preserving ML

    AIMS lab, Center for Neurosciences, UZ Brussel, Vrije Universiteit Brussel, Brussels, Belgium · Artificial Intelligence Lab, Vrije Universiteit Brussel, Brussels, Belgium

  11. Federated Medical Image Segmentation under Real-World Label Noise: A Benchmark Suite for Noisy Label Learning Method Selection

    Jun 15, 2026Markus Bujotzek, Dimitrios Bounias, Stefan Denner +4Medical Image SegmentationMedical Image Benchmarks

    Division of Medical Image Computing, Germany Cancer Research2026 Center, Heidelberg, 69120, Germany. · Medical3HeidelbergFaculty,InstituteUniversityof Radiationof Heidelberg,OncologyHeidelberg,(HIRO), National69120, Germany. · 3HeidelbergFaculty,InstituteUniversityof Radiationof Heidelberg,OncologyHeidelberg,(HIRO), National69120, Germany. +2

  12. Distribution Alignment for One-Shot Federated Learning via Optimal Transport

    Jun 15, 2026Daniele Berardini, Vito Paolo Pastore, Vittorio MurinoDistribution MatchingOptimal Transport

    AI for Good · AI for Good (AIGO), Italian Institute of Technology, Genoa, Italy · MaLGa-DIBRIS, University of Genoa, Genoa, Italy +1

  13. pFedUL: Layer-Aware Federated Unlearning for Personalized Federated Learning

    Jun 15, 2026Zhuodong Liu, Xiangyu Li, Zhihao ZhangFederated UnlearningFederated Learning

    1Saunders College of Business, Rochester Institute of Technology, Rochester, NY 14623, USA · School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA 30332, USA

  14. PreLort: Prefix-Nested LoRA for Federated Fine-Tuning under Rank Heterogeneity

    Jun 14, 2026Muhammad Waseem, Nurbek Tastan, Andrej Jovanovic +4Federated Learning AggregationLLM Fine-Tuning

    1MBZUAI, UAE · University of Cambridge, UK · 3Flower Labs, UK +1

  15. When Generator Replay Degrades: Projected Rehearsal Orchestration for Heterogeneous Federated Class-Incremental Learning

    Jun 14, 2026Thinh T. H. Nguyen, Khoa D. Doan, Binh T. Nguyen +2Class-Incremental LearningFederated Continual Learning

    VinUniversity, Hanoi, Vietnam · VNU-HCM, University of Science, Ho Chi Minh City, Vietnam · Technische Universität Berlin, Germany

  16. Conflict-Aware Federated Fine-Tuning of Large Language Models with Mixture-of-Experts

    Jun 14, 2026Yijun Lu, Zihan Fang, Pengpeng Qiao +6Federated Learning AggregationLLM Fine-Tuning

    Waseda University, Tokyo, Japan · City University of Hong Kong, China · Institute of Science Tokyo, Tokyo, Japan +4

  17. HERO: A Heterogeneity-Aware Benchmark Library for Federated Continual Learning

    Jun 13, 2026Thinh T. H. Nguyen, Le-Tuan Nguyen, Minh-Duong Nguyen +4Federated Continual LearningNon-IID Federated Learning

    VinUniversity, Hanoi, Vietnam

  18. Deep Learning in Seismic Interpretation: Federated Advances in Salt Dome Segmentation

    Jun 12, 2026Muhammad Zain Mehdi, Muhammad Zaid, Owais AleemImage SegmentationU-Net

    Computer Science Department FAST-NUCES Lahore, Pakistan

  19. Securing the Future of IoMT in the Post-Quantum Era: An Edge-Native Federated Learning Approach

    Jun 12, 2026Taym Alshoghri, Deemah H. Tashman, Mohammad Reza Gerami +1Privacy-Preserving MLPost-Quantum Cryptography

    LINCS Laboratory, Department of Computer and Software Engineering, Polytechnique Montréal, Montréal, QC, Canada · Department of Computer Science, University of Toronto, Ontario, Canada

  20. Federated Learning for Feature Generalization with Convex Constraints

    Jun 12, 2026Dongwon Kim, Donghee Kim, Sung Kuk Shyn +1Federated Learning AggregationFederated Learning

    Department of Computer Science and Engineering, University of Sungkyunkwan, Suwon, Korea · Kim Jaechul Graduate School of AI, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Korea

  21. MUFFLe: Efficient Model Update Compression via Generalized Deduplication for Federated Learning

    Jun 12, 2026Xiaobo Zhao, Daniel E. LucaniGradient CompressionFederated Learning

    DIGIT, Department of Electrical and Computer Engineering, Aarhus University

  22. FedSPC: Shared Parameter Correction for Personalized Federated Learning

    Jun 11, 2026Kannanthodath Induchoodan Ajay Menon, Christian Prehofer, Yunfei Xu +1Non-IID Federated LearningFederated Learning

    DENSO AUTOMOTIVE Deutschland GmbH, Germany · Technical University of Munich, Germany · DENSO International America, Inc., United States

  23. Clipping Makes Distributed and Federated Asynchronous SGD Robust to Stragglers

    Jun 11, 2026Samuel Erickson, Mikael JohanssonGradient ClippingStochastic Optimization Convergence

    School of EECS, KTH Royal Institute of Technology, Stockholm, Sweden.

  24. Towards Personalized Federated Learning for Dysarthric Speech Recognition

    Jun 11, 2026Tao Zhong, Mengzhe Geng, Jiajun Deng +2Federated Learning AggregationAutomatic Speech Recognition

    The Chinese University of Hong Kong, China · National Research Council Canada, Canada

  25. A solvable model for unsupervised federated learning

    Jun 11, 2026Giovanni Catania, Aurélien Decelle, Gianluca Manzan +2Statistical Physics of LearningUnsupervised Learning

    Institute for Cross-disciplinary Physics and Complex Systems IFISC (CSIC-UIB), Campus Universitat Illes Balears, 07122 Palma de Mallorca, Spain. · Escuela Técnica Superior de Ingenieros Industriales, Universidad Politécnica de Madrid, Calle de José Gutiérrez Abascal 2, Madrid 28006, Spain. · GISC - Grupo Interdisciplinar de Sistemas Complejos 28040 Madrid, Spain. +5

  26. Fed-FBD: Federated Functional Block Diversification for Isolation, Privacy, and Surgical Unlearning

    Jun 10, 2026Weijie Chen, Alan B. McMillanFederated UnlearningByzantine-Robust Federated Learning

    Department of Radiology, University of Wisconsin–Madison

  27. Privacy-Preserving Federated Autoencoder for ECG Anomaly Detection on Edge Devices

    Jun 10, 2026Kaan Arda Akyol, Jakub Kacper Szeląg, Aydin Abadi +9Electrocardiogram ClassificationReconstruction-Based Anomaly Detection

    School of Computing, Newcastle University, Newcastle upon Tyne, United Kingdom

  28. Accurate and Resource-Efficient Federated Continual Learning

    Jun 9, 2026Jebacyril Arockiaraj, Dhruv Parikh, Jayashree Adivarahan +2Communication-Efficient Distributed TrainingContinual Learning

    University of Southern California · Los Angeles, USA · DEVCOM Army Research Office +1

  29. Range Penalization: Theoretical Insights with Applications in Federated Learning

    Jun 9, 2026Yiyuan She, Zhaojun Hu, Yifan SunStatistical Learning TheoryClustered Federated Learning

  30. Secure Aggregation with Top-K Sparsification in Decentralized Federated Learning

    Jun 9, 2026Hengxuan Tang, Jinbao Zhu, Xiaohu TangFederated Learning AggregationCommunication-Efficient Distributed Training

    Southwest Jiaotong University