Author

A. Sindhu

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#federated learning Sep 2026

Explainable Federated Learning for Trustworthy Thoracic Disease Detection Under Non-IID Data Distributions

Comparison of SHAP and Grad-CAM attribution maps confirms clinically coherent disease-specific localisation, and reveals monotonic performance degradation, identifying minimal regularisation as optimal for multi-label medical imaging.

S. Arumugam, A. Sindhu, M. N. Saroja et al. · Machine-mediated learning · 0 citations