Research Interests

I am passionate about developing reliable, next-generation AI technologies by solving challenges that arise when applying deep learning to real-world data. This motivates my research on the robustness of vision–language models, long-tailed classification, learning from noisy labels and missing attributes, and continual learning. 

Recently, I have been working on human-like, generalizable AI that reasons over hierarchical concepts—from broad to fine-grained—an ability essential for reliable intelligence.

Work Experience

• 2024. 1 ~ Present: Postdoctoral researcher at University of Michigan, Ann Arbor.

• 2023. 3 ~ 2023.12: AI researcher at ASLEEP (Health AI Startup).

• 2021. 7 ~ 2022. 7: Research Intern in NAVER AI Lab.

• 2015. 1 ~ 2017. 6: Software Engineer/Data Scientist in Big Data R&D Group, Samsung Electronics.  

Publications