2 papers
cs.CL2025
LSAQ: Layer-Specific Adaptive Quantization for Large Language Model Deployment
Binrui Zeng, Bin Ji, Xiaodong Liu +7
As Large Language Models (LLMs) demonstrate exceptional performance across various domains, deploying LLMs on edge devices has emerged as a new trend. Quantization techniques, whic…
cs.LG2025
SWSC: Shared Weight for Similar Channel in LLM
Binrui Zeng, Yongtao Tang, Xiaodong Liu +1
Large language models (LLMs) have spurred development in multiple industries. However, the growing number of their parameters brings substantial storage and computing burdens, maki…