Praveen Kumar Myakala, Prudhvi Naayini and Srikanth Kamatala (2025) “A Survey on Federated Learning for TinyML: Challenges, Techniques, and Future Directions”, Partners Universal International Innovation Journal, 3(2), pp. 97–114. doi: 10.5281/zenodo.15240508.