I am an incoming Ph.D. student in Computer Science at University of Wisconsin–Madison, where I will work with Prof. Sharon Li and Prof. Grigorios Chrysos. Currently, I am a researcher at AITRICS, advised by Prof. Eunho Yang, and collaborate with Prof. Evan Shelhamer at The University of British Columbia and Prof. Juho Lee at KAIST. I received my M.S. in Artificial Intelligence and B.S. in Computer Science and Mathematics from KAIST.

My research focuses on algorithmic and theoretical foundations for trustworthy machine learning with applications to Generative AI (e.g., diffusion models, large language models) and Embodied AI (e.g., world models, vision-language-action models). I have worked on out-of-distribution generalization, explainable artificial intelligence, and uncertainty calibration across modalities including vision, speech, tabular data, and time series.