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.DC2025
ACME: Adaptive Customization of Large Models via Distributed Systems
Ziming Dai, Chao Qiu, Fei Gao +2
Pre-trained Transformer-based large models have revolutionized personal virtual assistants, but their deployment in cloud environments faces challenges related to data privacy and…