Memory-Efficient Structured Backpropagation for On-Device LLM Fine-Tuning

Juneyoung Park, Yuri Hong, Seongwan Kim +1

On-device fine-tuning enables privacy-preserving personalization of large language models, but mobile devices impose severe memory constraints, typically 6--12GB shared across all…