MobiLLM: Enabling On-Device Fine-Tuning of Billion-Sized LLMs via Server-Assisted Side-Tuning

Liang Li 0021, Xingke Yang, Wen Wu 0003, Hao Wang 0022, Tomoaki Ohtsuki, Xin Fu 0001, Miao Pan, Xuemin Shen. MobiLLM: Enabling On-Device Fine-Tuning of Billion-Sized LLMs via Server-Assisted Side-Tuning. J. Sel. Topics Signal Processing, 19(7):1251-1265, October 2025. [doi]

Abstract

Abstract is missing.