2 papers
cs.CL2025
Large-Small Model Collaboration for Enhancing Edge-Deployed Small Models
Yijiang Fan, Peigen Liu, Yuren Mao +5
Edge devices host domain-specific small language models (SLMs) with limited resources, while private clouds offer larger LLMs. We propose G-Boost, an adaptive edge-cloud framework…
cs.LG2024
A Survey on LoRA of Large Language Models
Yuren Mao, Yuhang Ge, Yijiang Fan +4
Low-Rank Adaptation~(LoRA), which updates the dense neural network layers with pluggable low-rank matrices, is one of the best performed parameter efficient fine-tuning paradigms.…