Trust-Aware Federated Learning

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10 papers2 papers in the last four weeks, against 2 the four weeks before. 0.0% of all new papers.

  1. Extending FAIR Principles with Observability for Trustworthy Federated Learning

    Oct 21, 2026Hangli Ge, Noboru KoshizukaTrust-Aware Federated LearningFederated Learning

    Interfaculty Initiative in Information Studies; The University of Tokyo

  2. Peer-Relative Trust-Guided Update Screening for Robust Semi-Decentralized Federated Learning under Label-Flipping Attacks

    Oct 19, 2026Ajay Kumar Shrestha, Sandhya JoshiTrust-Aware Federated LearningFederated Learning

    Vancouver Island University, Nanaimo BC V9R 5S5, Canada

  3. A Trust-Network-Based Federated Learning Framework for Multi-Center Aging Clock Prediction

    Sep 9, 2026Chunxu Zhang, Bo Li, Wenliang Wang +7Generative ReplayTrust-Aware Federated Learning

    PolyU Academy for Artificial Intelligence, The Hong Kong Polytechnic University, Hung Hom, Hong Kong, China. · Quantum Life, Hong Kong, China. · Department of Computing, The Hong Kong Polytechnic University, Hung Hom, Hong Kong, China. +3

  4. CALM: Class-wise Agreement and Label-gated Disagreement Modulation for Decentralized Federated Learning

    Sep 5, 2026Yifan Ying, Qing TianFederated Knowledge DistillationTrust-Aware Federated Learning

    Department of Computer Science, University of Alabama at Birmingham, Birmingham, AL, USA

  5. 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

  6. Silent Failures in Federated Personalization of Foundation Models

    May 31, 2026YongKyung Oh, Alex BuiAlgorithmic FairnessTrust-Aware Federated Learning

    Medical & Imaging Informatics (MII) Group, University of California, Los Angeles (UCLA) Los Angeles, CA, 90024, USA

  7. A Comparative Analysis of Machine Learning Models for Intrusion Detection in Intelligent Transport Systems

    Apr 30, 2026Zawad Yalmie Sazid, Robert Abbas, Sasa MaricIntelligent Transportation SystemsNetwork Intrusion Detection

    Victoria University, Sydney, Australia · University of New South Wales College, Sydney, Australia

  8. Agentic Trust Coordination for Federated Learning through Adaptive Thresholding and Autonomous Decision Making in Sustainable and Resilient Industrial Networks

    Mar 26, 2026Paul Shepherd, Tasos Dagiuklas, Bugra Alkan +1Trust-Aware Federated LearningIndustrial Internet of Things

    London South Bank University, London, UK. · Instituto de Telecomunica¸c˜oes, Aveiro, Portugal.

  9. FedAgain: A Trust-Based and Robust Federated Learning Strategy for an Automated Kidney Stone Identification in Ureteroscopy

    Mar 19, 2026Ivan Reyes-Amezcua, Francisco Lopez-Tiro, Clément Larose +3Trust-Aware Federated LearningFederated Learning

    Centro de Investigación y de Estudios Avanzados del IPN (CINVESTAV), Departamento de Ciencias Computacionales, Guadalajara, 45017, Jalisco, Mexico · Escuela de Ingeniería y Ciencias, Tecnológico de Monterrey, Monterrey, 64849, N.L., Mexico · CRAN UMR 7039, Université de Lorraine and CNRS, Vandœuvre-lès-Nancy, France +1

  10. Trust Aware Federated Learning for Secure Bone Healing Stage Interpretation in e-Health

    Feb 27, 2026Paul Shepherd, Tasos Dagiuklas, Bugra Alkan +2Trust-Aware Federated LearningFederated Learning

    London South Bank University, London, UK · Instituto de Telecomunica¸c˜oes, Aveiro, Portugal