2 papers
cs.LG2025
Stratos: An End-to-End Distillation Pipeline for Customized LLMs under Distributed Cloud Environments
Ziming Dai, Tuo Zhang, Fei Gao +5
The growing industrial demand for customized and cost-efficient large language models (LLMs) is fueled by the rise of vertical, domain-specific tasks and the need to optimize perfo…
cs.CV2024
QNCD: Quantization Noise Correction for Diffusion Models
Huanpeng Chu, Wei Wu, Chengjie Zang +1
Diffusion models have revolutionized image synthesis, setting new benchmarks in quality and creativity. However, their widespread adoption is hindered by the intensive computation…