Byzantine Attacks

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5 papers in the last four weeks, up 67% on the four weeks before. 0.0% of all new papers.

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  1. Robustifying Asynchronous SGD via Soft Throttling

    Sep 30, 2026Kaoru Otsuka, Maxime Meyer, Yuki Takezawa +2Byzantine AttacksStochastic Gradient Descent

    Okinawa Institute of Science and Technology · National University of Singapore · Toyota Motor Corporation +1

  2. BRFID: Toward Byzantine-Robust Federated Intrusion Detection

    Sep 23, 2026Asmah Muallem, Firdous Kausar, Sajid Hussain +1Federated LearningIntrusion Detection

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

  3. Fully Byzantine-Resilient Multi-Agent Reinforcement Learning

    Sep 22, 2026Haejoon Lee, Dimitra PanagouMulti-Agent Reinforcement LearningByzantine Attacks

    Robotics Department, University of Michigan, Ann Arbor, MI, USA

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

    Sep 7, 2026Xiao Ma, Hong Shen, Hui Tian +2Federated LearningByzantine Attacks

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

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

    Sep 7, 2026Xiao Ma, Hong Shen, Hui Tian +2Byzantine AttacksResidual 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

  6. 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 +1Federated LearningIntrusion Detection

    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

  7. Optimizing Byzantine Node Placement in Decentralized Federated Learning

    Sep 1, 2026Edoardo Gabrielli, Gabriele TolomeiByzantine AttacksFederated Learning

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

  8. Distributed Team Orchestration via Supervisor Networks: Convergence, Optimality, and Resilience

    Aug 10, 2026Juntian Zhu, Guanpu Chen, Tongtian Zhu +3Byzantine AttacksImperfect-Information Games

    School of Artificial Intelligence and Data Science, University of Science and Technology of China, Hefei 230026, China · School of Automation, Southeast University, Nanjing 210096, China · College of Computer Science and Technology, Zhejiang University, Hangzhou 310027, China +2

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

    Aug 6, 2026Grigory MalinovskyFederated LearningDecentralized Optimization

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

  10. Online Security Learning in Cooperative Multi-Agent Systems under Hidden Byzantine Attacks

    Aug 6, 2026Ximing Sun, Yue WangByzantine AttacksModel-Based Multi-Agent Systems

    Department of Electrical and Computer Engineering University of Central Florida

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

    Aug 2, 2026Hongliang Zhang, Zhongyuan Yu, Fenghua Xu +3Federated LearningByzantine Attacks

    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

  12. Enhanced Byzantine-Robust Federated Learning Via Truncated-Quadratic Loss for Heterogeneous Data

    Jul 13, 2026Zhi-Yong Wang, Hao Nan Sheng, Werner Stefan +3Federated LearningByzantine Attacks

    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

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

    Jul 11, 2026Ryan GillespieByzantine AttacksSecure Aggregation

    Independent researcher

  14. Unveiling the Non-Monotonic Effect of Privacy on Generalization under Byzantine Robustness

    Jul 1, 2026Thomas Boudou, Batiste Le Bars, Nirupam Gupta +1Generalization BoundsByzantine Attacks

    Inria, Université de Montpellier, INSERM · Montpellier, France · Inria, Université de Lille +3

  15. RoPoLL: Robust Panel of LLM Judges

    Jun 29, 2026Anish Acharya, Kris W Pan, Brian VerkhovskyLlm-As-A-JudgeLarge Language Model Judges

    Amazon Web Services

  16. Giskard : Byzantine Robust and Confidential Aggregation for Large-Scale Decentralized Learning

    Jun 17, 2026Ousmane Touat, César Sabater, Mohamed Maouche +1Secure AggregationDecentralized Learning

    INSA Lyon, LIRIS, CNRS · Villeurbanne, France · INRIA, INSA Lyon

  17. Byzantine Cheap Talk: Adversarial Resilience and Topology Effects in LLM Coordination Games

    Jun 5, 2026Aya El Mir, Martin Takáč, Salem LahlouMulti-Agent CoordinationMulti-Agent Large Language Model Systems

    Mohamed bin Zayed University of Artificial Intelligence (MBZUAI), Abu Dhabi, UAE

  18. Hierarchical Certified Semantic Commitment for Byzantine-Resilient LLM-Agent Collaboration

    Jun 5, 2026Haoran Xu, Lei Zhang, Iadh Ounis +1Cryptographic Merkle Tree CommitmentsByzantine Attacks

    University of Glasgow Glasgow, United Kingdom · University of Western Ontario London, Canada

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

    May 20, 2026Mouhamed Amine Bouchiha, Abdelaziz Amara Korba, Yacine Ghamri-DoudaneElectric VehiclesFederated 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

  20. Resilient Byzantine Agreement with Predictions

    May 19, 2026Julien Dallot, Darya Melnyk, Tijana Milentijevic +2Byzantine AttacksResilience

    TU Berlin, Germany · TU Berlin and Weizenbaum Institute, Germany · HU Berlin, Germany

  21. Practical Validity Conditions for Byzantine-Tolerant Federated Learning

    May 15, 2026Mélanie Cambus, Darya Melnyk, Tijana Milentijević +1Byzantine AttacksLog-Ratio-Based Gaussian Trust Weight

    Aalto University, Finland · Technical University Berlin

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

    May 14, 2026Andras Ferenczi, Sutapa Samanta, Dagen Wang +1Federated LearningByzantine Attacks

    American Express Co · American Express Co. · Columbia University

  23. Byzantine-Robust Distributed Sparse Learning Revisited

    May 13, 2026Yuxuan Wang, Lixin Zhang, Kangqiang LiByzantine AttacksDistributionally-Robust Optimization

    School of Mathematical Sciences, Zhejiang University, Hangzhou, 310027, Zhejiang, China · School of Statistics and Mathematics, Zhejiang Gongshang University, Hangzhou, 310018, Zhejiang, China · Information Center, Hubei Provincial Tobacco Monopoly Administration, Wuhan, 430030, Hubei, China

  24. Attacks and Mitigations for Distributed Governance of Agentic AI under Byzantine Adversaries

    May 12, 2026Matthew D. Laws, Alina Oprea, Cristina Nita-RotaruArtificial Intelligence GovernanceByzantine Attacks

    Northeastern University

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

    May 12, 2026Ehsan Lari, Reza Arablouei, Stefan WernerOnline Conformal PredictionByzantine Attacks

    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

  26. Robust Multi-Agent LLMs under Byzantine Faults

    May 9, 2026Haejoon Lee, Vincent-Daniel Yun, Dimitra Panagou +1Multi-Agent Large Language Model SystemsByzantine Attacks

    Department of Robotics, University of Michigan, Ann Arbor, USA · Thomas Lord Department of Computer Science, University of Southern California, USA

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

    Apr 30, 2026Zehui Tang, Yuchen Liu, Feihu HuangFederated LearningByzantine Attacks

    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.

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

    Apr 16, 2026He Yang, Dongyi Lv, Wei Xi +3Federated LearningByzantine Attacks

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

    Mar 12, 2026Diego Cajaraville-Aboy, Ana Fernández-Vilas, Rebeca P. Díaz-Redondo +2Distributed OptimizationOrchestration

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

  30. A Nesterov-Accelerated Byzantine-Robust Federated Learning

    Nov 4, 2025Lihan Xu, Xiaoyi Fan, Gang Wang +3Byzantine AttacksFederated 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

  31. 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 AttacksLearnability

    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

  32. Byzantine-Robust Aggregation for Securing Decentralized Federated Learning

    Sep 26, 2024Diego Cajaraville-Aboy, Ana Fernández-Vilas, Rebeca P. Díaz-Redondo +1Federated LearningByzantine Attacks

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

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

    Date pendingGeorgia Argyrou, Aymen Bahroun, Hedi Fendri +1Federated LearningByzantine Attacks

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