Privacy-Preserving Federated Learning

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51 papers8 papers in the last four weeks, up 33% on the four weeks before. 0.1% of all new papers.

  1. FedXCrop: Privacy-Preserving Crop Disease Detection via Federated Learning with Post-Aggregation Explainability under Non-IID Farm Distributions

    Nov 4, 2026Kriti Saini, Manikandan PPlant Disease ClassificationFederated Learning

    School of Computer Science and Engineering, Vellore Institute of Technology, Chennai, India – 600127

  2. Vision Paper: Why Distributed LLM Post-Training and Decentralized Alignment Are Now Essential

    Nov 4, 2026Zhanhong Jiang, Qisai Liu, Soumik SarkarLLM Post-TrainingFederated Fine-Tuning

    Iowa State University, Ames, USA

  3. A Novel Federated Learning Framework for Defending Against Gradient Inversion Attacks

    Nov 2, 2026Pengxin Guo, Ziying Huang, Shuang Zeng +4Privacy-Preserving Federated LearningFederated Learning

    School of Computing and Data Science, The University of Hong Kong, Hong Kong, 999077, China · Department of Electrical and Electronic Engineering, Southern University of Science and Technology, Shenzhen, 518055, China · Department of Mathematics, The University of Hong Kong, Hong Kong, 999077, China +4

  4. VeilFL: Two-Stage Accountability for Anonymous Federated Learning

    Oct 31, 2026Varesh Mishra, Aysajan Abidin, Bart PreneelPrivacy-Preserving Federated LearningFederated Learning

    COSIC, KU Leuven, Belgium

  5. Trustworthy Distributed Machine Learning in Cloud-Edge-IoT Systems: A Heterogeneity-Aware Survey of Security, Privacy, and Robustness

    Oct 28, 2026Long Dang, Ali Alfatemi, Kaiqi Xiong +4Privacy-Preserving Federated LearningTrust-Aware Federated Learning

    Cyber Florida, University of South Florida, Tampa, FL, USA · Department of Computer and Information Science, Fordham University, New York, NY, USA · Data Science Department, University of North Texas, Denton, 76207, USA +2

  6. Information-Theoretic Secure Aggregation With Heterogeneous Client Quantization

    Oct 26, 2026Shreya Meel, Sennur Ulukus, Itzhak TamoAdaptive Aggregation in Federated LearningPrivacy-Preserving Federated Learning

    Department of Electrical and Computer Engineering, University of Maryland, College Park, MD, USA · Department of Electrical Engineering, Tel Aviv University, Tel Aviv, Israel

  7. When Human Corrections Travel: Safety in Federated VLA Adaptation

    Oct 23, 2026Vigneshwaran Subbaraju, Obaidullah Zaland, Monowar BhuyanVLA Model AdaptationHuman-in-the-Loop AI

    A*STAR, Singapore · Ume˚a University, Sweden

  8. Evolving Federated Density Peak Clustering with Shuffler-Based Anonymization

    Oct 22, 2026Miha Ožbot, Seiichi Ozawa, Igor ŠkrjancClusteringFederated Learning

    Faculty of Electrical Engineering, University of Ljubljana, Tržaška cesta 25, Ljubljana, 1000, Slovenia. · Center for Mathematical and Data Sciences, Kobe University, 1-1 Rokkodai-cho, Nada-ku, Kobe, 657-8501, Japan.

  9. PCHMR: Empowering and Benchmarking Human Mesh Recovery in Privacy-Constrained Real-World Settings

    Oct 17, 2026Zeyu Cao, Qingxuan Wu, Zhiyang Dou +6Human Mesh RecoveryFederated Learning

    University of Cambridge · University of Pennsylvania · The University of Hong Kong +3

  10. PVBRF-ID: Private, Verifiable and Byzantine-Robust Federated Intrusion Detection for Oilfield Enterprise Networks

    Oct 8, 2026Mustafa S. Aljumaily, Ali Ataeemh Allami, Mustafa N. Mnati +2Adaptive Aggregation in Federated LearningPrivacy-Preserving Federated Learning

    Daw Alfada Company, Amarah, Maysan, Iraq · University of Misan, Amarah, Maysan, Iraq · University of Southern Queensland, Toowoomba, QLD, Australia

  11. HE-OFT: Privacy-Preserving One-Shot Federated Fine-Tuning under Homomorphic Encryption

    Oct 6, 2026Halil İbrahim Kanpak, Sinem Sav, Alptekin KüpçüPrivacy-Preserving MLFederated Fine-Tuning

    Department of Computer Engineering, Kocı University, İstanbul, Türkiye · Department of Computer Engineering, Bilkent University, Ankara, Türkiye

  12. PoCoFL: POlicy-COmpliant Federated Learning

    Oct 2, 2026Dominik Roy George, Varesh Mishra, Aysajan AbidinFederated LearningPrivacy-Preserving Federated Learning

    COSIC, KU Leuven, Belgium

  13. Federated Agent Optimization

    Oct 1, 2026Qiang Yang, Zhiqiang Kou, Xueyi Zhang +6Privacy-Preserving Federated LearningLLM Agent Training

    The Hong Kong Polytechnic University, Hong Kong SAR, China · National University of Singapore, Singapore · The University of Tokyo, Japan +2

  14. Aegis: Generative Gradient Masking for Privacy-Preserving Medical Federated Learning

    Sep 29, 2026Chaoyu Zhang, Shanghao Shi, Heng Jin +3Privacy-Preserving Federated LearningModel Inversion Attacks

    Virginia Tech · Washington University in St. Louis · University of South Florida

  15. OPFL: Optimistic Verification of Federated Learning via Empirical Boundary

    Sep 29, 2026Hongxu Su, Jianzhu Yao, Xuechao Wang +1Federated LearningPrivacy-Preserving Federated Learning

  16. Federating Quantum and Classical Computing: A Privacy-Preserving Hybrid Approach

    Sep 18, 2026Carlos Cano, Daniel M. Jimenez-Gutierrez, Diego Sal +4Privacy-Preserving Federated LearningQuantum Federated Learning

  17. Privacy-Aligned Personalized Federated Learning with Compact Adaptation and Variable-Length Gaussian Communication

    Sep 14, 2026Yilin Xu, Chun Hei Michael Shiu, Chih Wei Ling +1Communication-Efficient Distributed TrainingDifferentially Private Federated Learning

    Department of Computer Science, City University of Hong Kong · Department of Electrical and Computer Engineering, University of British Columbia · School of Computer Science and Engineering, Hebrew University of Jerusalem

  18. Pushing Forward Multi-Secret-Key Homomorphic Encryption for Private Average Aggregation

    Sep 1, 2026Miguel Morona-Mínguez, Fernando Pérez-González, Alberto Pedrouzo-UlloaFederated Learning AggregationHomomorphic Encryption

    aatlanTTic, Universidade de Vigo, Escola de Enxeñaría de Telecomunicación, Vigo, 36310, Galicia, Spain

  19. Private Computation Space: Experience with Trusted Multi-Cluster Federated Learning for Agriculture

    Sep 1, 2026Shuangyu Lei, Muhammad Salman Abid, Jacob Belding +17Privacy-Preserving Federated LearningFederated Learning

    Cornell University USA

  20. SecureDrive-FL: Joint Differential Privacy and Gradient-Aware Selective Homomorphic Encryption for Federated Driver Monitoring

    Aug 27, 2026Baran Can Gül, Hanuma Siddhartha Tunuguntla, Anjana Arvind Naik +3Privacy-Preserving Federated LearningDifferentially Private Federated Learning

    Institute of Industrial Automation and Software Engineering, University of Stuttgart, Stuttgart, Germany · EngD Automotive Systems Design, Eindhoven University of Technology (TU/e), Eindhoven, The Netherlands

  21. GCA: Global Centroid Alignment in Federated Learning

    Aug 23, 2026Jong-Ik Park, Harry Jiang, Logan Blakely +3Privacy-Preserving Federated LearningFederated Learning

    Carnegie Mellon University · Sandia National Laboratories

  22. An Adaptive Gradient Clipping and Noise Injection Mechanism for Differentially Private Federated Learning

    Aug 15, 2026Wenjing Wei, Alla Jammine, Farid Nait-AbdesselamPrivacy-Preserving Federated LearningDifferentially Private Federated Learning

    Universit´e Paris Cit´e

  23. Federated Prompt Learning: A Unified Framework, Empirical Analysis, and Future Directions

    Aug 14, 2026Qinglin Yang, Chen Qiu, Hongyuan Zhang +3Federated LearningPrivacy-Preserving Language Models

    Cyberspace Institute of Advanced Technology, Guangzhou University; Guangdong Key Laboratory of Industrial Control System Security; Huangpu Research School of Guangzhou University, Guangzhou, Guangdong, China · Iwate Biotechnology Research Center, Iwate, Japan · Nanjing University of Posts and Telecommunications, Nanjing, Jiangsu, China

  24. EFFEKT: Efficient Federated Knowledge Transfer to Foundation Models

    Aug 8, 2026Matteo Caligiuri, Francesco Barbato, Pietro Zanuttigh +1Federated Knowledge DistillationCross-Architecture Knowledge Distillation

    Department of Electrical & Computer Engineering, Northeastern University, Boston (MA), United States · Department of Information Engineering, University of Padua, Padua, Italy

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

    Jul 25, 2026Kun Zhao, Xu ChenMean Field GamesPrivacy-Preserving Federated Learning

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

    Jul 9, 2026Junbin Mao, Xu Tian, Jianchun Zhu +2Privacy-Preserving Federated LearningMedical Image Analysis

    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

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

    Jul 8, 2026Maximilian Andreas Hoefler, Karsten Mueller, Wojciech SamekNon-IID Federated LearningFederated Learning

    Fraunhofer Heinrich Hertz Institute · BIFOLD Technical University Berlin

  28. Privacy-preserving federated tensor decomposition of single-cell immune data: recovering multicellular programs across institutions

    Jun 22, 2026Axel Faes, Stephanie M. van den Berg, Maryam Amir HaeriFederated Learning AggregationPrivacy-Preserving Federated Learning

    Data Science Institute, Hasselt University, Belgium · University of Twente, The Netherlands · Learning, Data Analytics and Technology, University of Twente, The Netherlands

  29. 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

  30. IntraShuffler: A Privacy Preserving Framework for Heterogeneous DP Federated Learning

    Jun 1, 2026Farhin Farhad Riya, Olivera Kotevska, Jinyuan Stella SunFederated Learning AggregationPrivacy-Preserving ML

    University of Tennessee, Knoxville, USA · Oak Ridge National Laboratory, USA