- Publications: Multiple papers accepted at top conferences such as AAAI, NeurIPS, ICML, etc.
- Awards:
- Best Paper Award at 2024 Fall Conference of Korean AI Association
- First prize at DATA AI competition (by KISTI)
- Hyeonji received NRF's Research Scholarship for Master students
- Inwoo was chosen as a recipient of the Yulchon AI STAR Scholarship
- Research Projects:
- Causal Machine Learning (NRF, PI, 2023 ~ 2027)
- Self-Motivated AI (IITP, Co-I, 2022 ~ 2026)
- Center for Optimizing Hyperscale AI Models and Platforms (NRF, Co-I, 2023~)
Research Experience
- Seoul National University, Associate Professor, 2025.03—present
- Seoul National University, Assistant Professor, 2021.03—2025.02
- Columbia University, Associate Research Scientist, 2019—2021
- Purdue University, Postdoctoral Research Associate, 2018—2019
Education
- Seoul National University, Associate Professor, 2025.03—present
- Seoul National University, Assistant Professor, 2021.03—2025.02
- Columbia University, Associate Research Scientist, 2019—2021
- Purdue University, Postdoctoral Research Associate, 2018—2019
- Pennsylvania State University, Ph.D., 2013—2018
Background
Research interests lie at the intersection of causal inference, causal discovery, and causal decision making, aiming to make machine learning systems not only accurate but also understandable, fair, and actionable. Particularly interested in developing methods that uncover and utilize causal structures in complex, non-stationary, and high-dimensional environments. Also interested in explainable and trustworthy AI.