DP-FedLoRA: Privacy-Enhanced Federated Fine-Tuning for On-Device Large Language Models

Honghui Xu, Shiva Shrestha, Wei Chen +2

As on-device large language model (LLM) systems become increasingly prevalent, federated fine-tuning enables advanced language understanding and generation directly on edge devices…