Malathi , M., and M. Ramesh Kumar. “Ensemblefedshield-Pruda: A Privacy-Preserving Adaptive Federated Learning Framework With Relevance- and Uncertainty-Guided Dynamic Update Attenuation for Mental Health Risk Prediction”. International Journal of Artificial Intelligence and Machine Learning, vol. 6, no. 13s, Oct. 2026, pp. 186-95, https://svedbergopen.com/index.php/ijaiml/article/view/2658.