PDE & AI Lab at Yonsei
PDE & AI Lab at Yonsei
In our group, we aim to
Investigate analytic problems of PDEs arising from real-world applications.
[Car. Var. PDE 2020, 2025, Math. Annalen 2022, JMPA 2022, ...]
Develop rigorous mathematical foundations to analyze machine learning problems.
[NeurIPS 2022, ICML 2023 oral, ICML 2023*, ICLR 2024 spotlight,
UAI 2024, ICML 2024, NeurIPS 2024 oral*, ICML 2025*]
Applying these tools to improve machine learning algorithms.
[ICML 2023*, NeurIPS 2024 oral*, ICML 2025*]
(*the same work, listed in both categories)
Recent news regarding our group
March 2026
I delivered a talk entitled “A Few Analytical Perspectives in Generative Modeling” at the 2026 KAIST Graduate School of AI for Math Opening Workshop.
I gave a colloquium talk at the School of Mathematics & Computing, Yonsei University.
My first doctoral student, Dohyeon Kwak, joined our group. Dohyeon completed his undergraduate studies in the Department of Mathematics at Yonsei University and then earned his master's degree under the supervision of Prof. Eun-Jae Park in our department. Welcome!
I joined the School of Mathematics & Computing (Computational Science & Engineering) at Yonsei University as an Assistant Professor.
Graduate Students Hiring
I am looking for motivated graduate students interested in partial differential equations, machine learning, optimization, and/or optimal transport.
A solid background in mathematics is essential.
If you are interested in joining our PDE & AI group at Yonsei University, please contact me with your transcript and a short paragraph describing your research interests.
Postdoctoral Fellowship
I have a couple of postdoctoral positions available.
Undergraduate Students Internship
Our department, the School of Mathematics & Computing (Computational Science & Engineering), has a well-established summer/winter internship program for undergraduate students. Students from all majors are welcome to apply, including those from universities around the world. In other words, applicants do not need to be undergraduate students at Yonsei University.
For application details, please visit https://cseurpyonsei.weebly.com/admission.html. Applications are typically submitted in May or June. If you have any questions, please contact me or csedept@yonsei.ac.kr.