Federated Learning

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

Herbert Woisetschlager, Alexander Isenko, Shiqiang Wang + 2 more — arXiv preprint

Examines federated learning approaches for fine-tuning LLMs on edge devices, analyzing privacy guarantees, communication efficiency, and security trade-offs.