First-Order LoRA Training with Phone NPUs.

arXiv:2610.24816v2 Announce Type: replace-cross Abstract: On-device fine-tuning lets a large language model (LLM) learn from its user's private data without uploading it. Low-rank adaptation (LoRA) reduces the trainable parameters, but each first-order trainin