# Federated learning and TinyML on IoT edge devices: Challenges, advances, and future directions

> Research article (ICT Express, 2025) · cited 19× · AI/ML

**Wikidata**: [openalex:W4411450060](https://www.wikidata.org/wiki/openalex:W4411450060)  
**Source**: https://4ort.xyz/entity/federated-learning-and-tinyml-on-iot-edge-devices-challenges-advances-and-future-directions