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 (Apr. 2025), 97–114. DOI:https://doi.org/10.5281/zenodo.15240508.