M, Karthiga and Joseph, Emerson Raja and Patil, Subhash and Saranya, K. (2026) Fed-XLM-R: a privacy-preserving federated framework with adapter-scoped differential privacy for mental health triage-level intent classification on resource-constrained edge devices. Frontiers in Digital Health, 8. ISSN 2673-253X

Saranya, K. and Joseph, Emerson Raja and Sonai Muthu Anbananthen, Kalaiarasi and Karthiga, M. (2026) Generative AI in drug repurposing and biomarker discovery: a multimodal approach. Frontiers in Bioinformatics, 6. ISSN 2673-7647

Karthiga, M. and Joseph, Emerson Raja and Patil, Subhash and Saranya, K. (2026) Neuro-semantic graph fusion for explainable depression risk trajectory mapping using a graph-enhanced RoBERTa framework. Frontiers in Artificial Intelligence, 9. ISSN 2624-8212