A privacy preserving diagnostic collaboration framework for facial paralysis using federated learning. - Divya G. Nair; Jyothisha J. Nair; K. Jaideep Reddy; C. V. Aswartha Narayana (Eng. Appl. Artif. Intell., 2022)

FedHSP: A Robust Federated Learning Framework Coherently Addressing Heterogeneity, Security, and Performance Challenges. - Divya G. Nair; C. V. Aswartha Narayana; K. Jaideep Reddy; Jyothisha J. Nair (IEEE Access, 2025)