# Federated Fine-Tuning of LLMs on the Very Edge: The Good, the Bad, the Ugly

> Research article (Proceedings of the Eighth Workshop on Data Management for End-to-End Machine Learning, 2024) · cited 13× · AI/ML

**Wikidata**: [openalex:W4399117352](https://www.wikidata.org/wiki/openalex:W4399117352)  
**Source**: https://4ort.xyz/entity/federated-fine-tuning-of-llms-on-the-very-edge-the-good-the-bad-the-ugly