Byzantine-Robust Federated Learning

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12 papers in the last four weeks, up 140% on the four weeks before. 0.1% of all new papers.

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  1. 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

  2. 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

  3. 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

  4. Dimensionality Reduction for Robust Federated Learning: A Theoretical Analysis and Convergence Guarantee

    May 27, 2026Shiyuan Zuo, Jiashuo Li, Rongfei Fan +2Federated Learning AggregationByzantine-Robust Federated Learning

    Beijing Institute of Technology, Beijing, China · Xi’an Jiaotong University, Xi’an, China · The Chinese University of Hong Kong (Shenzhen), Shenzhen, China

  5. EnCAgg: Enhanced Clustering Aggregation for Robust Federated Learning against Dynamic Model Poisoning

    May 21, 2026Tianyun Zhang, Zhen Yang, Haozhao Wang +2Federated Learning AggregationByzantine-Robust Federated Learning

    School of Cyberspace Security, Beijing University of Posts and Telecommunications, Beijing 100876, China · School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan 430074, China · Department of Electronic Engineering, Tsinghua University, Beijing 100084, China

  6. Automated Byzantine-Resilient Clustered Decentralized Federated Learning for Battery Intelligence in Connected EVs

    May 20, 2026Mouhamed Amine Bouchiha, Abdelaziz Amara Korba, Yacine Ghamri-DoudaneByzantine-Robust Federated LearningDecentralized Learning

    SAMOVAR, T´el´ecom SudParis, Paris, France · Department of Computer Science, German University of Technology in Oman (GUtech), Muscat, Oman · L3i, La Rochelle University, La Rochelle, France

  7. Practical Validity Conditions for Byzantine-Tolerant Federated Learning

    May 15, 2026Mélanie Cambus, Darya Melnyk, Tijana Milentijević +1Federated Learning AggregationByzantine-Robust Federated Learning

    Aalto University, Finland · Technical University Berlin

  8. Byzantine-Resilient Federated Learning via QUBO-Based Client Selection on Quantum Annealers

    May 14, 2026Andras Ferenczi, Sutapa Samanta, Dagen Wang +1Federated Learning AggregationByzantine-Robust Federated Learning

    American Express Co · American Express Co. · Columbia University

  9. Partial Model Sharing Improves Byzantine Resilience in Federated Conformal Prediction

    May 12, 2026Ehsan Lari, Reza Arablouei, Stefan WernerByzantine-Robust Federated LearningConformal Prediction

    Department of Electronic Systems, Norwegian University of Science and Technology, Trondheim, Norway · 2CSIRO’s Data61, Pullenvale QLD 4069, Australia · Department of Information and Communications Engineering, Aalto University, Finland

  10. \mathsf{VISTA}: Decentralized Machine Learning in Adversary Dominated Environments

    May 8, 2026Hanzaleh Akbari Nodehi, Parsa Moradi, Soheil Mohajer +1Mechanism DesignByzantine-Robust Federated Learning

    University of Minnesota

  11. Privacy-Preserving Federated Learning: Integrating Zero-Knowledge Proofs in Scalable Distributed Architectures

    May 4, 2026Divya GuptaByzantine-Robust Federated LearningPrivacy-Preserving ML

    Independent Researcher Hyderabad, India

  12. AdaBFL: Multi-Layer Defensive Adaptive Aggregation for Bzantine-Robust Federated Learning

    Apr 30, 2026Zehui Tang, Yuchen Liu, Feihu HuangFederated Learning AggregationByzantine-Robust Federated Learning

    College of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing, China · MIIT Key Laboratory of Pattern Analysis and Machine Intelligence, Nanjing, China.

  13. FedIDM: Achieving Fast and Stable Convergence in Byzantine Federated Learning through Iterative Distribution Matching

    Apr 16, 2026He Yang, Dongyi Lv, Wei Xi +3Federated Learning AggregationByzantine-Robust Federated Learning

  14. Decentralized Orchestration Architecture for Fluid Computing: A Secure Distributed AI Use Case

    Mar 12, 2026Diego Cajaraville-Aboy, Ana Fernández-Vilas, Rebeca P. Díaz-Redondo +2Byzantine-Robust Federated LearningEdge-Cloud Computing

    atlanTTic Research Center – ICLAB – Universidade de Vigo, Vigo, 36310, Spain

  15. Communication-Efficient Byzantine-Robust Federated Conformal Prediction via Partial Sharing

    Feb 20, 2026Ehsan Lari, Reza Arablouei, Stefan WernerFederated Learning AggregationByzantine-Robust Federated Learning

    Department of Electronic Systems, Norwegian University of Science and Technology, 7491 Trondheim, Norway · Commonwealth Scientific and Industrial Research Organisation, Pullenvale, QLD 4069, Australia · Department of Information and Communications Engineering, Aalto University, 00076, Finland

  16. A Nesterov-Accelerated Byzantine-Robust Federated Learning

    Nov 4, 2025Lihan Xu, Xiaoyi Fan, Gang Wang +3Federated Learning AggregationByzantine-Robust Federated Learning

    School of Cyber Science and Engineering, Xi’an Jiaotong University, Xi’an 710049, China · Artificial Intelligence Research Institute and Guangdong-Hong Kong-Macao Joint Laboratory for Emotional Intelligence and Pervasive Computing, Shenzhen MSU-BIT University, Shenzhen 518172, China · State Key Laboratory of Autonomous Intelligent Unmanned Systems, Beijing Institute of Technology, Beijing 100081, China

  17. Tight Stability Bounds for Robust Distributed Learning: Byzantine Failures Hurt Generalization More than Data Poisoning

    Jun 22, 2025Thomas Boudou, Batiste Le Bars, Nirupam Gupta +1Byzantine-Robust Federated LearningAlgorithmic Stability

    PreMeDICaL team, Inria, Idesp, Inserm, Université de Montpellier, Montpellier, France · Univ. Lille, Inria, CNRS, Centrale Lille, UMR 9189, CRIStAL, F-59000 Lille, France · Department of Computer Science, University of Copenhagen, Copenhagen, Danemark

  18. Federated Independent Component Analysis via Spectral Alignment and Robust Aggregation

    May 26, 2025Xin Bing, Dian Jin, Yuqian ZhangFederated Learning AggregationIndependent Component Analysis

    University of Toronto · National University of Singapore · Rutgers University

  19. Byzantine-Robust Aggregation for Securing Decentralized Federated Learning

    Sep 26, 2024Diego Cajaraville-Aboy, Ana Fernández-Vilas, Rebeca P. Díaz-Redondo +1Federated Learning AggregationByzantine-Robust Federated Learning

    atlanTTic Research Center – ICLAB – Universidade de Vigo, Vigo, 36310, Spain

  20. Federated Graph Learning for EV Charging Demand Forecasting with Personalization Against Cyberattacks

    Apr 30, 2024Yi Li, Renyou Xie, Chaojie Li +2Byzantine-Robust Federated LearningElectric Vehicle Charging

    College of Electronic and Information Engineering, Southwest University · Department of Electrical Engineering, City University of Hong Kong, Hong Kong · Department of Electrical and Electronic Engineering, the University of Hong Kong, Hong Kong

  21. FedReview: Review and Dispose Poisoned Updates without Validation Datasets or Historic Knowledge

    Feb 26, 2024Tianhang Zheng, Yanlu Li, Bohan Deng +1Federated Learning AggregationByzantine-Robust Federated Learning

    University of Missouri-Kansas City · University of Toronto

  22. Kick Bad Guys Out! Conditionally Activated Anomaly Detection in Federated Learning with Zero-Knowledge Proof Verification

    Oct 6, 2023Shanshan Han, Wenxuan Wu, Baturalp Buyukates +4Byzantine-Robust Federated LearningAdversarial Attacks

    University of California, Irvine · Texas A&M University · University of Birmingham +3

  23. Byzantine-Robust Federated Fire Detection with a Rotating Coordinator

    Date pendingGeorgia Argyrou, Aymen Bahroun, Hedi Fendri +1Federated Learning AggregationByzantine-Robust Federated Learning

    Department of Computer Science, Aalto University, Espoo, Finland · Kudelski Labs