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. Compression Footprints as Security Signals for Model-Poisoning Defense in Federated Learning

    Sep 30, 2026Sachi Shome, William EiersFederated Learning AggregationByzantine-Robust Federated Learning

    Stevens Institute of Technology

  2. Cybersecurity in Edge Computing: A Trust-Aware Federated Hybrid Intrusion Detection Framework

    Sep 30, 2026Zawad Yalmie Sazid, Robert AbbasFederated Learning AggregationByzantine-Robust Federated Learning

    Victoria University, Sydney, Australia

  3. DecoyTrace: Toxic Decoys for Active Defense in Decentralized Federated Learning

    Sep 28, 2026Pedro Beltrán-López, Enrique Tomás Martínez Beltrán, Pantaleone Nespoli +2Byzantine-Robust Federated LearningBackdoor Attacks in Federated Learning

    Department of Information and Communication Engineering, University of Murcia, Murcia, 30100, Spain

  4. Physics-Attested Federated Learning: Securing Collaborative Anomaly Detection in Critical Water Infrastructure

    Sep 28, 2026Jeff Nijsse, Shu Su, Benjamin Oholeguy +1Byzantine-Robust Federated LearningIndustrial Anomaly Detection

    Department of Software Engineering, RMIT University, Hanoi, Vietnam · Department of Mathematical Sciences, Auckland University of Technology, New Zealand · Independent Researcher, New Zealand +1

  5. Byzantine-Robust Federated RAG via Aligned Calibration and Fixed-Membership Conformal Prediction

    Sep 27, 2026Prasanjit Dubey, Aritra Guha, Xiaoming HuoRetrieval-Augmented GenerationByzantine-Robust Federated Learning

    H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA 30332, U.S.A. · AT&T Chief Data Office

  6. BRFID: Toward Byzantine-Robust Federated Intrusion Detection

    Sep 23, 2026Asmah Muallem, Firdous Kausar, Sajid Hussain +1Byzantine-Robust Federated LearningAdversarial Attacks

    Computer Science and Data Science Meharry Medical College Nashville, TN, USA

  7. On the Gradient Heterogeneity Dynamics of Adversarially Robust Federated Regression

    Sep 22, 2026Leonardo F. Toso, James Anderson, Nirupam Gupta +1Byzantine-Robust Federated LearningNon-IID Federated Learning

    Columbia University, USA · University of Copenhagen, Denmark · Sorbonne Université and Université Paris Cité, CNRS, LPSM, France

  8. SWB-DM: A Calibrated Sliced-Wasserstein-Barycenter Aggregator with Delayed-Momentum Caching for Byzantine-Robust Federated Learning under Partial Participation

    Sep 14, 2026Saranraj S, Saranya M S, Alex David S +1Federated Learning AggregationByzantine-Robust Federated Learning

    Department of AIML Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology Chennai, India · Assistant Professor, Department of AIML Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology Chennai, India · Professor, Department of AIML Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology Chennai, India

  9. End-to-End Verifiable and Robust Federated Learning

    Sep 14, 2026Doryan Lesaignoux, Enrique Mármol Campos, Gabriele Spini +2Federated Learning AggregationByzantine-Robust Federated Learning

    AIT Austrian Institute of Technology · Vienna, Austria · Department of Computer Engineering +2

  10. Fed-Equilibrium Framework for Topological Pareto Control in Robust and Fair Clinical Federated Learning

    Sep 14, 2026Ting Xu, Henry LeungFederated Learning AggregationByzantine-Robust Federated Learning

    Department of Biomedical Engineering University of Calgary Calgary, Canada

  11. Robust Decentralized Personalized Federated Learning via Prediction-Constrained Neighborhood Collaboration

    Sep 7, 2026Xiao Ma, Hong Shen, Hui Tian +2Federated Learning AggregationByzantine-Robust Federated Learning

    Faculty of Applied Sciences, Macao Polytechnic University, Macao SAR, China

  12. Robust Decentralized Federated Distillation via Multi-Modality Knowledge Collaboration

    Sep 7, 2026Xiao Ma, Hong Shen, Hui Tian +2Byzantine-Robust Federated LearningFederated Knowledge Distillation

    Faculty of Applied Sciences, Macao Polytechnic University, Macao SAR, China · School of Engineering and Technology, Central Queensland University, Australia · School of Information and Communication Technology, Griffith University, Australia

  13. Backdoors Leave Structural Traces: FedMAST for Backdoor Detection and Containment in Federated Learning

    Sep 4, 2026Srinivasan Subramanian, Md. Abdullah Al Hafiz Khan, Kazi Aminul IslamFederated Learning AggregationByzantine-Robust Federated Learning

    Department of Computer Science Kennesaw State University Marietta, USA

  14. Privacy, Robustness, and Fairness Trade-offs in Federated Intrusion Detection: Geometric Indistinguishability at the Aggregation Interface

    Sep 3, 2026Adrita Rahman Tory, ABM Shawkat Ali, Md Abu Layek +1Class-Imbalanced LearningFederated Learning Aggregation

    Bangladesh University of Business and Technology (BUBT), Mirpur-2, Dhaka-1216, Bangladesh · Jagannath University, Dhaka, Bangladesh · University of New South Wales (UNSW), ACT 2601, Australia

  15. Differentially private federated learning with Byzantine-robust aggregation: A cross-domain framework for secure model training in banking and healthcare systems

    Sep 2, 2026Srikumar NayakFederated Learning AggregationByzantine-Robust Federated Learning

    Advanced Artificial Intelligence (AI) Engineering and Cybersecurity Threat Research, LTIMindtree Research, New York City, NY, USA

  16. Optimizing Byzantine Node Placement in Decentralized Federated Learning

    Sep 1, 2026Edoardo Gabrielli, Gabriele TolomeiByzantine-Robust Federated LearningAdversarial Attacks

    Dipartimento di Ingegneria Informatica, Automatica e Gestionale Sapienza University of Rome Rome, Italy · Dipartimento di Informatica Sapienza University of Rome Rome, Italy

  17. Analysis of Federated Aggregation under Model Poisoning and Backdoor Attacks: A Reconstructed Cross-Dataset and Cross-Architecture Benchmark

    Aug 11, 2026Soumya Mazumdar, Vineet Kumar Rakesh, Tapas SamantaFederated Learning AggregationByzantine-Robust Federated Learning

    Department of Computer Science and Business Systems Gargi Memorial Institute of Technology Affiliated to Maulana Abul Kalam Azad University of Technology Balarampur, Mouza Beralia, Baruipur, Kolkata 700144, West Bengal, India · Computer and Informatics Group, Variable Energy Cyclotron Centre 1/AF, Bidhannagar, Kolkata 700064, West Bengal, India · Engineering Sciences, Homi Bhabha National Institute Anushaktinagar, Mumbai, Maharashtra 400094, India

  18. Robust Reputation-Driven Crowdsourced Federated Learning

    Aug 9, 2026Mouhamed Amine Bouchiha, Gregory BlancByzantine-Robust Federated LearningBackdoor Attacks

    SAMOVAR, Télécom SudParis, Institut Polytechnique de Paris

  19. Bypassing Krum: Selection-Aware Backdoor Attacks in Federated Learning

    Aug 6, 2026Srinivasan Subramanian, Md. Abdullah Al Hafiz Khan, Kazi Aminul IslamFederated Learning AggregationByzantine-Robust Federated Learning

    Department of Computer Science Kennesaw State University Marietta, USA

  20. Theoretical Foundations of Communication-Efficient, Robust, and Practical Distributed and Federated Optimization

    Aug 6, 2026Grigory MalinovskyByzantine-Robust Federated LearningCommunication-Efficient Distributed Training

    King Abdullah University of Science and Technology Thuwal, Kingdom of Saudi Arabia

  21. Fairis: Fairness-Aware Aggregation with Provable Influence Containment against Fairness Poisoning Attacks in Collaborative Machine Learning

    Aug 6, 2026Devharsh Trivedi, Nesrine Kaaniche, Nikos Triandopoulos +2Federated Learning AggregationByzantine-Robust Federated Learning

    Department of Computer Science, Bowie State University, MD, USA · SAMOVAR, T´el´ecom SudParis, Institut Polytechnique de Paris, Palaiseau, France · Department of Computer Science, Brown University, RI, USA +1

  22. Robust and Personalized Federated Learning for Aircraft-Engine Prognostics under Benign and Adversarial Client Heterogeneity

    Aug 4, 2026Chinmoy Mitra, Md. Mehedi Hasan Nipu, Mohammad Sakib Mahmood +2Federated Learning AggregationRUL Estimation

    Department of Computer Science and Engineering, Rajshahi University of Engineering & Technology, Kazla, Rajshahi, 6204, Bangladesh · Department of Electrical and Computer Engineering, North South University, Dhaka 1229, Bangladesh. · Department of Computer Science, Missouri State University, Springfield, MO, 65809, USA. +2

  23. FL-OA: A Byzantine-Robust Federated Learning Framework with Outsourced Auditing for Intelligent Devices

    Aug 2, 2026Hongliang Zhang, Zhongyuan Yu, Fenghua Xu +3Byzantine-Robust Federated LearningFederated Learning

    Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center, Qilu University of Technology (Shandong Academy of Sciences), Jinan, 250353, China · College of computer science and technology, China University of Petroleum, Qingdao, 266580, China · Cyber Security Institute, University of Science and Technology of China, Hefei, 230026, China +4

  24. Defending Against Backdoor Attacks via Alignment Checking in Model-Contrastive Federated Learning

    Jul 29, 2026Hongliang Zhang, Zhongyuan Yu, Guijuan Wang +4Federated Learning AggregationByzantine-Robust Federated Learning

    Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center, Qilu University of Technology (Shandong Academy of Sciences), Jinan, 250353, China · College of computer science and technology, China University of Petroleum, Qingdao, 266580, China · School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, 611731, China

  25. 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

  26. 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

  27. Byzantine Accountability Without Consensus: Strong Eventual Consistency for Non-Associative, Stochastic, Robust Aggregation

    Jul 11, 2026Ryan GillespieByzantine-Robust Federated LearningAlgorithmic Accountability

    Independent researcher

  28. Secure Decentralized Federated Learning via Gossip and Virtual Voting

    Jul 9, 2026Amirhossein Taherpour, Xiaodong WangFederated Learning AggregationByzantine-Robust Federated Learning

    Department of Electrical Engineering, Columbia University, New York, NY, USA

  29. PRoVeFL: Private Robust and Verifiable Aggregation in Federated Learning

    Jul 7, 2026Harsh Kasyap, Anil Kumar Pradhan, Ugur Ilker Atmaca +2Federated Learning AggregationByzantine-Robust Federated Learning

    Indian Institute of Technology (BHU), Varanasi, India · University of Warwick, Coventry, UK · Vaulttree,, Ireland +2

  30. Privacy-Preserving and Verifiable Approximate Distributed Coded Computing

    Jul 2, 2026Xavier Martínez-Luaña, Alba Gude-Santos, Manuel Fernández-Veiga +1Byzantine-Robust Federated LearningDecentralized Learning

    Galician Research and Development Center in Advanced Telecommunications (GRADIANT) Estrada do Vilar, 56-58, Vigo, 36214, Spain · atlanTTic, Information & Computing Lab (ICLAB), Telecommunication Engineering School, Universidade de Vigo Vigo, 36310, Spain