Federated Learning

Ask about this topic

Momentum

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

Jul 13Week of Sep 28
View on map

Latest papers 600

All topics
CardsList

  1. 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

  2. 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

  3. Federated continual learning: A comprehensive survey on lifelong and privacy-preserving learning over distributed and non-stationary data

    Jun 9, 2026Masoume Gholizade, Fabrizio Ruffini, Pietro Ducange +1Continual LearningFederated Continual Learning

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

  4. MoE Enhanced Federated Learning for Spatiotemporal Prediction

    Jun 9, 2026Zhehao Dai, Xiao Han, Zhaolin Deng +4Intelligent Transportation SystemsMixture of Experts

    Zhejiang University of Technology, Zhejiang Key Laboratory of Visual Information Intelligent Processing, Hangzhou · Jilin University, Jilin · City University of Hong Kong, Hong Kong SAR China

  5. Multi-Level Analyzation of Imbalance to Resolve Non-IID-Ness in Federated Learning

    Jun 8, 2026Haengbok Chung, Jae Sung LeeClass-Imbalanced LearningFederated Learning Aggregation

    Interdisciplinary Program in Artificial Intelligence, Seoul National University, Republic of Korea · Department of Nuclear Medicine, Seoul National University College of Medicine, Republic of Korea · Brightonix Imaging Inc. Seoul, Republic of Korea

  6. FedSteer: Taming Extreme Gradient Staleness in Federated Learning with Corrective Projections and Caching

    Jun 8, 2026Haoran Zhang, Cainã Figueiredo Pereira, Marie Siew +3Federated Learning AggregationFederated Learning

    Electrical and Computer Engineering Dept., The University of Texas at Austin, Austin, Texas, USA · CERI/LIA, University of Avignon, Avignon, France · Information Systems Technology and Design Pillar, Singapore University of Technology and Design, Singapore +2

  7. Model Poisoning Against Federated Model Adaptation with Chain of Bit-Flips

    Jun 8, 2026Bastien Vuillod, Kevin Hector, Pierre-Alain Moellic +2Adversarial AttacksBackdoor Attacks in Federated Learning

    CEA-Leti, Mines Saint-Etienne, Equipe Commune SAS, F-13541 Gardanne, France · Mines Saint-Etienne, CEA-Leti, Centre CMP, Equipe commune SAS, F-13541 Gardanne, France

  8. Shift-Dependent Asymmetry: Orthogonal Inverse Low-Rank Adaptation for Federated Medical Segmentation

    Jun 7, 2026Xingyue Zhao, Wenke Huang, Linghao Zhuang +7Vision Foundation Model AdaptationNon-IID Federated Learning

    Department of Neurosurgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College · The Key Laboratory of Cognition and Decision Intelligence for Complex Systems, Institute of Automation, Chinese Academy of Sciences · College of Computing and Data Science, Nanyang Technological University, Singapore +4

  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. CausShield: Sample Reconstruction-Resilient Vertical FL via Causal Representation Learning

    Jun 6, 2026Yongqi Jiang, Yansong Gao, Siguang Chen +1Privacy-Preserving MLFederated Learning

    School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing 210094, China · University of Western Australia, Perth, Australia · College of Computer Science and Software Engineering, Hohai University, Nanjing 211100, China +1

  11. Model Multiplicity for Adversarial Detection in Small Language Model Training on Edge Devices

    Jun 5, 2026Stefan Behfar, Richard MortierEdge MLFederated Learning

    Computer Lab, University of Cambridge, Cambridge, United Kingdom

  12. The Capacity of Information-Theoretic Secure Aggregation in Federated Learning

    Jun 5, 2026Lanxin Yi, Jinbao Zhu, Kai Wan +1Federated Learning AggregationPrivacy-Preserving ML

    Information Coding and Transmission (ICT) Key Laboratory of Sichuan Province, Southwest Jiaotong University, Chengdu 611756, China · School of Electronic Information and Communications, Huazhong University of Science and Technology, Wuhan 430074, China

  13. EvoCSFL: Surrogate-Assisted Evolutionary Client Selection for Efficient and Robust Federated Learning

    Jun 5, 2026Lin Qiang, Sun Xiaoyan, Hu Yao +1Client Selection in Federated LearningFederated Learning

    1Jiangnan University · 2The Hong Kong Polytechnic University

  14. Federated Foundation Models over Vehicular Networks

    Jun 5, 2026Kasra Borazjani, Fardis Nadimi, Payam Abdisarabshali +5Multimodal Federated LearningIntelligent Transportation Systems

  15. Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers

    Jun 4, 2026Su Wang, Mung Chiang, H. Vincent PoorCommunication-Efficient Distributed TrainingClustered Federated Learning

    Department of Electrical and Computer Engineering, Princeton University, Princeton, NJ, USA · Department of Electrical and Computer Engineering, Purdue University, West Lafayette, IN, USA

  16. Amortizing Federated Adaptation: Hypernetwork Driven LoRA for Personalized Foundation Models

    Jun 4, 2026Sunny Gupta, Shambhavi Shanker, Amit SethiFederated Learning AggregationNon-IID Federated Learning

    Indian Institute of Technology, Bombay

  17. Cognitive Threat Intelligence and Explainable Federated Security Analytics for distributed Infrastructure Systems

    Jun 4, 2026Md. Arifur Rahman, B. M. Taslimul Haque, Md. Iqbal Hossan +1Cyber Threat IntelligenceNetwork Intrusion Detection

    Dept. of Information Studies, Trine University, Angola, Indiana · Dept. of Business Information Systems, Central Michigan University, Mount Pleasant, Michigan · Dept. of CS, Maharishi International University, Fairfield, Iowa, USA

  18. TITAN-FedAnil+: Trust-Based Adaptive Blockchain Federated Learning for Resource-Constrained Intelligent Enterprises

    Jun 3, 2026Muhammad Hadi, Muhammad Jahangir, Talha Shafique +1Byzantine-Robust Federated LearningNon-IID Federated Learning

    School of Electrical Engineering and Computer Science (SEECS) National University of Sciences and Technology (NUST) Islamabad, Pakistan

  19. Federated Learning for Multi-Center Sepsis Early Prediction with Privacy-Preserving

    Jun 3, 2026Xixi Tian, Di Wu, Xiang Liu +4Privacy-Preserving MLClinical Prediction

    College of Computer and Information Science Southwest University Chongqing, China · Department of Anesthesiology Southwest Hospital Chongqing, China

  20. FlashbackCL: Mitigating Temporal Forgetting in Federated Learning

    Jun 2, 2026Mubarak A. Ojewale, Adriana E. Chis, Jorge M. Cortes-Mendoza +2Distribution ShiftFederated Continual Learning

    Cloud Competency Centre, National College of Ireland, Dublin, Ireland

  21. FederatedSkill: Federated Learning for Agentic Skill Evolution

    Jun 2, 2026Jingbo Yang, Guanyu Yao, Yang Zhang +3LLM Agent Self-ImprovementLLM Agent Skill Learning

    UC Santa Barbara · MIT-IBM Watson AI Lab · Cisco Research

  22. FGRPO: Federated GRPO with Adaptive Aggregation on Non-IID Data

    Jun 2, 2026Pengyu Chen, Shaowei Li, Kai Wang +4Federated Learning AggregationFederated RL

    School of Computer Science and Technology, Shandong University, Qingdao China · School of Mathematical Science, Peking University, China · School of Computer Science and Artificial Intelligence, Shanghai University of Finance and Economics, Shanghai, China +1

  23. Hierarchical Federated Learning with Dynamic Clustering and Adaptive Regularization for Robust Infrastructure Inspection

    Jun 2, 2026Yuhu Feng, Keisuke Maeda, Takahiro Ogawa +1Hierarchical Federated LearningNon-IID Federated Learning

  24. 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

  25. Closing the Alignment-Maturity Gap in Federated Prototype Learning

    Jun 1, 2026Mario Casado-Diez, Alejandro Dopico-Castro, Verónica Bolón-Canedo +1Non-IID Federated LearningFederated Learning

    CITIC, Universidade da Coruña, A Coruña, Spain

  26. Boosting Multimodal Federated Learning via Chained Modality Optimization

    Jun 1, 2026Zixin Zhang, Fan Qi, Shuai Li +2Multimodal Federated LearningFederated Learning Aggregation

    College of Computer Science, Inner Mongolia University, Hohhot, Inner Mongolia, China · School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, China · Institute of Automation, Chinese Academy of Sciences, Beijing, China

  27. A Note on Stability for Orthogonalized Matrix Momentum with Client Sampling

    Jun 1, 2026Da Chang, Qiankun Shi, Lvgang Zhang +2Algorithmic StabilityDistributed Optimization

    University of Chinese Academy of Sciences · Sun Yat-sen University · Southern University of Science and Technology +1

  28. GuidaPA: Privacy-Preserving Chatbot for Public Administration via Federated Learning

    May 31, 2026Daniel M. Jimenez-Gutierrez, Albenzio Cirillo, Raffaele Nicolussi +2Privacy-Preserving Language ModelsConversational Agents

    Sapienza University of Rome, Via Ariosto 25, 00185 Rome, Italy · Fondazione Ugo Bordoni, Viale del Policlinico 147, 00161 Rome, Italy

  29. Profiling Privacy Preservation Against Gradient Inversion Attacks in Tabular Federated Learning

    May 31, 2026Ivo Osterberg Nilsson, Maximilian Birr Engvall, Viktor Valadi +1Gradient Inversion AttacksAdversarial Attacks

    Department of Computing, Jönköping University, Jönköping, Sweden · Scaleout Systems, Uppsala, Sweden · Department of Information Systems, University of Haifa, Haifa, Israel

  30. Silent Failures in Federated Personalization of Foundation Models

    May 31, 2026YongKyung Oh, Alex BuiAlgorithmic FairnessPrivacy-Preserving ML

    Medical & Imaging Informatics (MII) Group, University of California, Los Angeles (UCLA) Los Angeles, CA, 90024, USA