Hui Guan
Senior Applied Scientist @Amazon Web Services (AWS)
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WORK HISTORY
Senior Applied Scientist @Amazon Web Services (AWS)
Arlington, VA, US
Building reliable and efficient LLM agents for safe and intelligent cloud operation and code transformation
EDUCATION
Nanjing University of Posts and Telecommunications
Bachelor of Engineering (BE), Electrical Engineering
Zhejiang University
BE, Information and Communication Engineering
North Carolina State University
Doctor of Philosophy - PhD, Electrical Engineering
SKILLS
ABOUT HUI GUAN
My research lies at the intersection of machine learning and systems, focusing on improving the speed, scalability, and reliability of machine learning. I am in particularly interested in efficient model training, inference, and serving of DNNs and Generative models, and efficient Multi-Agent Systems. My work has been published in top machine learning venues such as NeurIPS and ICML, as well as prominent systems conferences such as ASPLOS, EuroSys, and MobiCom.My group\'s research is generously supported by NSF, Amazon, Adobe, Dolby, and NVIDIA.I am a recipient of the 2024 NSF CAREER Award, the 2022 Amazon Research Award, and the 2020 NCSU ECE Outstanding Dissertation Award.
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