e-mail1: [email protected]
e-mail2: [email protected]
LinkedIn: Hojun Lee
Address: 1 Gwanak-ro, Gwanak-gu, Seoul, Republic of Korea
<aside> <img src="/icons/light-bulb_orange.svg" alt="/icons/light-bulb_orange.svg" width="40px" /> I am a Ph.D. candidate in statistical physics at Seoul National University, with a focus on the physics of machine learning and nonequilibrium statistical mechanics. My research explores: (1) Measuring nonequilibrium fluctuations using machine learning techniques, (2) Analyzing the dynamics of machine learning models through the lens of statistical mechanics.
By developing both theoretical frameworks and computational tools, I aim to understand how nonequilibrium fluctuations arise and optimize their occurrence in complex systems. I also bridge the gap between statistical mechanics and machine learning, seeking new insights into model performance, robustness, and efficiency.
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Seoul National University, Seoul, Korea / 서울대학교, 서울, 대한민국 September 2019 - Present
- PhD candidate (Advisor : Prof. Yongjoo Baek) / 박사과정
- Department of Physics and Astronomy
Seoul National University, Seoul, Korea / 서울대학교, 서울, 대한민국 March 2016 - August 2019
- Bachelor of Science (cum laude) / 이학사 (우등졸업)
- Department of Physics Education
Large Deviation Function Estimation
Memorization and Generalization in Generative Models
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