Heterogeneous Federated Learning

Ask about this topic

Latest papers 214

38 papers in the last four weeks, up 23% on the four weeks before. 0.3% of all new papers.

All topics
CardsList

  1. Towards Privacy-Preserving Federated Prompt Tuning under Data Heterogeneity: A Subspace-Decomposed Expert Approach

    Jul 23, 2026Yuhua Wang, Xiaodong Li, Yihao Guo +6VLM AdaptationDifferentially Private Federated Learning

    School of Artificial Intelligence, Beihang University Beijing, China · Center for the Applied Statistics, School of Statistics, Renmin University of China Beijing, China · School of Computer Science & Technology, Beijing Jiaotong University Beijing, China +2

  2. FedAgentKE: Federated Semantic Knowledge Evolution for Heterogeneous Agents

    Jul 23, 2026Weihao Li, Jun Bai, Ziyang SongFederated Knowledge DistillationLLM Agent Training

    McCormick School of Engineering, Northwestern University · School of Computer Science, McGill University · Mila – Quebec AI Institute +1

  3. One Round Is All You Need: Analytic Federated Learning for Task-Heterogeneous Multi-Label Medical Image Classification

    Jul 22, 2026Afsaneh Mahanipour, Hana KhamfroushChest X-Ray ClassificationFederated Learning Aggregation

    Department of Computer Science University of Kentucky Lexington, KY, USA

  4. FedGuide: Diffusion Prior Alignment and Value Baseline Guidance for Heterogeneous Federated Reinforcement Learning

    Jul 22, 2026Zhilin He, Gauri JoshiFederated RLFederated Learning

    Carnegie Mellon University

  5. A Drift Stable Quantum Federated Learning for Intelligent Services

    Jul 22, 2026Shanika Iroshi Nanayakkara, Shiva Raj PokhrelQuantum Machine LearningDeep Unfolding

    School of IT, Deakin University, VIC 3125, Burwood, Australia

  6. Dysco: Dynamic Subspace Boosting to Mitigate LoRA Interference in Federated Learning

    Jul 15, 2026Haobo Zhang, Jiankun Wang, Suraj Rajendran +5Federated Learning AggregationLow-Rank Adaptation

    University of Michigan · Cornell University · University of Pennsylvania

  7. FM2^2: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging

    Jul 15, 2026Shengchao Chen, Ting ShuMultimodal Federated LearningCross-Modal Alignment

    School of Artificial Intelligence, Shenzhen University Shenzhen, China · Australian AI Institute, University of Technology Sydney Sydney, Australia

  8. PFAdapter: Hierarchical LoRA Decomposition for Personalized Federated MLLMs

    Jul 13, 2026Jing Liu, Kun Yang, Yan Wang +5Multimodal Federated LearningFederated Learning Aggregation

    College of Future Information Technology, Fudan University, Shanghai 200433, China · Division of Natural and Applied Sciences, Duke Kunshan University, Suzhou 215316, China · Department of Electrical and Computer Engineering, The University of British Columbia, BC V6T 1Z4, Canada +8

  9. Enhanced Byzantine-Robust Federated Learning Via Truncated-Quadratic Loss for Heterogeneous Data

    Jul 13, 2026Zhi-Yong Wang, Hao Nan Sheng, Werner Stefan +3Federated Learning AggregationByzantine-Robust Federated Learning

    State Key Laboratory of Ocean Sensing, Ocean College, Zhejiang University, Hangzhou, China · Department of Electrical Engineering, City University of Hong Kong, Hong Kong, China · Department of Information and Communications Engineering, Aalto University, 02150 Espoo, Finland +1

  10. 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

  11. 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

  12. 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

  13. 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

  14. 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

  15. 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

  16. 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

  17. FedXDS: Leveraging Model Attribution Methods to counteract Data Heterogeneity in Federated Learning

    Jun 30, 2026Maximilian Andreas Hoefler, Karsten Mueller, Wojciech SamekFederated LearningHeterogeneous Federated Learning

    Fraunhofer Heinrich Hertz Institute, Berlin, Germany · Technical University of Berlin, Berlin, Germany · Berlin Institute for the Foundations of Learning and Data (BIFOLD)

  18. Federated Learning with Energy-Based Structured Probabilistic Inference

    Jun 29, 2026Dario Fenoglio, Daniil Kirilenko, Martin Gjoreski +1Federated Learning AggregationConditional Random Fields

    Faculty of Informatics, Universit`a della Svizzera italiana, Lugano, Switzerland.

  19. FoggyTrust: Robust Federated Learning with Hierarchical Trust Networks

    Jun 26, 2026Emmanuel Rassou, Tomas GonzalezHierarchical Federated LearningFederated Learning Aggregation

    School of Engineering and Applied Sciences (SEAS) Harvard Cambridge, MA, USA

  20. FedReLa: Imbalanced Federated Learning via Re-Labeling

    Jun 24, 2026Guangzheng Hu, Patricia Menéndez, Feng Liu +3Class-Imbalanced LearningFederated Learning

    School of Mathematics and Statistics, University of Melbourne, Victoria, Australia · School of Computing and Information Systems, University of Melbourne, Victoria, Australia · School of Statistics and Data Science, LPMC, KLMDASR, and LEBPS, Nankai University

  21. Federated Survival Analysis in Healthcare: A Multi-Model Evaluation on Cross-Institutional Heterogeneous Breast Cancer Data

    Jun 22, 2026Natalia Moreno-Blasco, Anusha Ihalapathirana, Pekka Siirtola +1Cancer Survival PredictionSurvival Analysis

    Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu, Finland · Biomimetics and Intelligent Systems Group, University of Oulu, Oulu, Finland · Faculty of Engineering, University of Deusto, Bilbao, Spain

  22. Fed-CausalDiff: Decoupled Synchronization for Federated Do-Simulation and Policy Evaluation

    Jun 21, 2026Pengfei Li, Mohammad KhalilPolicy EvaluationCausal Inference

    Centre for the Science of Learning & Technology (SLATE), University of Bergen Bergen, Norway

  23. 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

  24. 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

  25. 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

  26. 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

  27. 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

  28. 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

  29. 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

  30. From Data Heterogeneity to Convergence: A Data-Centric Review of Federated Learning

    Jun 9, 2026Huong Nguyen, Mickaël Bettinelli, Amirhossein Ghaffari +4Non-IID Federated LearningFederated Learning

    Future Computing Group, University of Oulu, Finland · LISTIC, University Savoie Mont Blanc, France · AaltoSEA Group, Aalto University, Finland