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Reviews in AI (196) Machine Learning (3263) Artificial Intelligence (4885) Foundations of AI (91) Applications of AI (1013)

Published on in Vol 5 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/69985, first published .
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Explainable AI Approaches in Federated Learning: Systematic Review

Explainable AI Approaches in Federated Learning: Systematic Review

Authors of this article:

Titus Tunduny1 Author Orcid Image ;   Bernard Shibwabo1 Author Orcid Image
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  2. Dai J, Tan X, Ma J. Artificial intelligence in clinical metagenomic pathogen detection: A critical review of pipeline integrations, challenges, and future directions. Journal of Microbiological Methods 2026;247:107592 View
  3. Zheng W, Tong Y, Huang J, Zhu L, Chai J. Beyond transparency: why Traditional Chinese Medicine (TCM) need explainable artificial intelligence (XAI). Chinese Medicine 2026;21(1) View
  4. Touati A, Boufahja F, Ben Hamadi N, Touaitia R, Idres T. Artificial Intelligence Applications in Antimicrobial Resistance: Comprehensive Review of Predictive Models, Diagnostic Innovations, and Clinical Integration. Microbial Drug Resistance 2026;32(10):422 View
  5. Hossain I, Alomar A, Tham D, Salehinejad H, Ghanem O, Madani A, Laplante S. Computer Vision Applications in Laparoscopic Cholecystectomy: Are We Ready? A Systematic Review. Surgical Innovation 2026 View

Books/Policy Documents

  1. Praveen P, Verma A, Khan R, Mehra R, Khan A. Integrating Yoga and AI for Holistic Wellbeing. View
  2. Sajwan M, Praveen P, Akhtar H, Negi T, Uniyal K, Verma A. Integrating Yoga and AI for Holistic Wellbeing. View

Conference Proceedings

  1. K R, Sankar S, Jenifer.A P, P.Rashmi . 2026 9th International Conference on Trends in Electronics and Informatics (ICOEI). Federated Learning-based Intelligent Intrusion Detection for Secure and Scalable IoT Systems: A Comprehensive Review and Future Directions View
  2. G K, Parthipan V. 2026 International Conference on Data Science for Cyber-Physical Systems Resilience using Advanced Applications (ICDCA). A Cloud-Enabled Explainable Federated Learning Framework for Intelligent Driver Risk Prediction in Edge-Assisted Transportation System View
  3. Priya A, Mohanty S, J.Balaji , Chandra Sekhar A, Narendran T, Sai Krishna Kari V. 2026 6th International Conference on Inventive Computation and Information Technologies (ICICIT). Causal Blockchain-Governed Explainable Federated Learning for Trust-Calibrated and Privacy-Preserving Smart Healthcare Ecosystems View
  4. Kaur C, Bansal S, Singh C. 2026 6th International Conference on Emerging VLSI and Semiconductor Technology for AI and Computing Applications (EVST). Privacy-Preserving Multi-Modal Learning for CKD Progression Prediction Using Federated Clinical Data View