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. Robust Unsupervised Network Intrusion Detection via Federated Learning with Selective Aggregation under Anomalous Sample Contamination

    Jul 28, 2026Shohei Kamiguchi, Takayuki NishioNetwork Intrusion DetectionUnsupervised Anomaly Detection

    School of Engineering, Institute of Science Tokyo, Tokyo 152-8550, Japan

  2. MOSAIC-FL, a micro-service based privacy-preserving framework with application to genomics

    Jul 27, 2026Paul Largillier, Karl Paygambar, Cédric Gouy-Pailler +3Privacy-Preserving MLGenomics

    Université Paris-Saclay, CEA, LIST, France · Université Paris-Saclay, CEA, CNRGH, France

  3. Every Client Is an Environment: Federated De-confounding for Spatio-Temporal Forecasting

    Jul 27, 2026Qingxiang Liu, Anqi Liang, Heng Wang +1Domain GeneralizationCausal Inference

    The Hong Kong University of Science and Technology (Guangzhou) · Shanghai Jiao Tong University · Harbin Engineering University

  4. Adaptive Data Admission and Retention for Streaming Federated Learning

    Jul 27, 2026Zhuoyi Zhao, Ben LiangAdaptive SamplingFederated Learning

    University of Toronto · Toronto, ON, Canada

  5. FedTaste: Topology-Aware Structural Transfer for Multimodal Federated Learning with Missing Modalities

    Jul 25, 2026Haochen Liang, Jie Zhang, Hideya OchiaiMultimodal Federated LearningMissing-Modality Learning

    The University of Tokyo Tokyo, Japan · Great Bay University Dongguan, China

  6. FedSLIM: Privacy-Preserving Federated MDL-Based Descriptive Pattern Mining Across Data Silos

    Jul 25, 2026Samar Samir Khalil, Noha S. Tawfik, Marco SpruitMinimum Description LengthPrivacy-Preserving ML

    Computer Engineering Department, Arab Academy for Science, Technology and Maritime Transport, Alexandria 21913, Egypt · Leiden Institute of Advanced Computer Science, Leiden University, 2333 CC Leiden, The Netherlands · Department of Public Health & Primary Care, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands

  7. Multi-Agent Privacy Game in Federated Learning: A Unified Mean-Field View

    Jul 25, 2026Kun Zhao, Xu ChenMean Field GamesDifferential Privacy

  8. OrchNAS: Orchestrated Neural Architecture Search Service for Personalised Federated Edge Intelligence

    Jul 24, 2026Keya Patel, Sajib Mistry, Sheik Mohammad Mostakim Fattah +1Energy-Efficient MLEdge Computing

    School of EECMS, Curtin University, Australia

  9. 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

  10. 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

  11. Spectral Transformation for Layer-wise Global Rank Discovery in Federated LoRA for Vision Transformers

    Jul 23, 2026Hariharan Ramesh, Jyotikrishna DassFederated Learning AggregationCommunication-Efficient Distributed Training

    Department of Electrical and Computer Engineering University of Arizona, Tucson, AZ 85719

  12. Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning

    Jul 23, 2026Shiva Raj Pokhrel, Dipsan Bhattarai, Anwar WalidFederated Learning AggregationNuclear Norm Minimization

    School of IT, Deakin University, Australia · Columbia University, USA

  13. Physically Constrained Federated Additive Models for O-RAN SLA-Risk Prediction

    Jul 23, 2026Aubida A. Al-Hameed, Mohammed M. H. Qazzaz, Maryam Hafeez +1Open Radio Access NetworkFederated Learning

    College of Electronics Engineering, Ninevah University, Mosul, Iraq · School of Electronic and Electrical Engineering, University of Leeds, Leeds, UK

  14. Information-Theoretically Secure Aggregation for Lightweight Federated Learning: Resilient to Dropouts and Adversaries

    Jul 23, 2026Hyeong-Gun Joo, Songnam Hong, Dong-Joon ShinSecure Multi-Party ComputationFederated Learning Aggregation

    Department of Electronic Engineering, Hanyang University, Seoul, South Korea

  15. QFedPolyp: A Communication- and Inference-Efficient Federated Learning Framework for Polyp Segmentation

    Jul 23, 2026Madan Baduwal, Priyanka PaudelPolyp SegmentationMedical Image Segmentation

    Department of Computer Science and Engineering, Mississippi State University Mississippi State, MS, USA

  16. 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

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

    Jul 22, 2026Zhilin He, Gauri JoshiFederated RLFederated Learning

    Carnegie Mellon University

  18. Convergence-Latency-Aware Adaptive Modulation and Resource Allocation in RIS-Assisted Wireless Federated Learning

    Jul 22, 2026Liwei Wang, Wen Chen, Jun Li +4Reconfigurable Intelligent SurfacesWireless Communications

    Broadband Access Network Laboratory, Shanghai Jiao Tong University, Minhang 200240, China · School of Information Science and Engineering, Southeast University, Nanjing 210096, China · Data61, CSIRO, Sydney, NSW 2015, Australia +2

  19. 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

  20. Understanding Developer Pain Points in Federated Learning: Insights from Stack Overflow and GitHub

    Jul 21, 2026Sahand Saed, Khairul Alam, Banani RoySoftware EngineeringFederated Learning

    Department of Computer Science, University of Saskatchewan, Saskatoon, S7N 5A2, Saskatchewan, Canada.

  21. Trustworthy Privacy-Preserving Multimodal Federated Learning for Personalised Breast Cancer Prediction

    Jul 21, 2026Ruth Amey, Muhammad Arifur Rahman, Taha Osman +4Breast CancerMultimodal Federated Learning

  22. SynPre-FL: Synthetic data-driven pretraining integrated Federated Learning training framework

    Jul 21, 2026Akarsh K Nair, Muhammad Arifur Rahman, Nicholas Shopland +8Synthetic Data PretrainingClinical Outcome Prediction

    Department of Computer Science, Nottingham Trent University, Nottingham, United Kingdom · Division of Epidemiology and Public Health, University of Nottingham, Nottingham, United Kingdom · Information and Computer Science Department, King Fahd University of Petroleum and Minerals, Dhahran, Saudi Arabia +1

  23. Evaluating Federated Pre-Training: On the Reliability of Downstream Fine-Tuning and Intrinsic Evaluation

    Jul 20, 2026Claudia Grosser, Maike Heuer, Denis Krompass +1Language Model PretrainingLLM Evaluation

    Technical University Munich · Siemens AG

  24. Federated Lightweight Fine-Tuning

    Jul 20, 2026Radhakrishna Achanta, Will ReedFederated Learning AggregationFederated Fine-Tuning

    Cisco Systems Inc., USA

  25. What's in a Smoothness Constant? Tighter Rates for Local SGD with Bounded Second-order Heterogeneity

    Jul 16, 2026Kumar Kshitij Patel, Rustem Islamov, Sebastian U Stich +3Optimization Convergence AnalysisStochastic Optimization Convergence

    Department of Mathematics and Computer Science University of Basel Basel, Switzerland 4001 · Simons Institute for the Theory of Computing, Berkeley · Department of Data Science New Jersey Institute of Technology Newark, NJ, USA 07102

  26. 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

  27. Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks

    Jul 15, 2026Santhosh Parampottupadam, Andres Martinez, Dimitrios Bounias +3Gradient Inversion AttacksAdversarial Attacks

    German Cancer Research Center (DKFZ), Division of Medical Image Computing, Heidelberg, Germany · Medical Faculty Heidelberg, Heidelberg University, Heidelberg, Germany · Department of Computer Engineering, Bilkent University, Universiteler 06800 Çankaya/Ankara, Türkiye +1

  28. 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

  29. Mixed-Timescale Differential Coding for Downlink Model Broadcast in Wireless Federated Learning

    Jul 14, 2026Chung-Hsuan Hu, Zheng Chen, Erik G. LarssonCommunication-Efficient Distributed TrainingFederated Learning

    Department of Electrical Engineering (ISY), Linköping University, Linköping, SE-58183 Sweden

  30. 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