Hwijae Son
Assistant Professor · Department of Mathematics · Konkuk University
I am currently an Assistant Professor in the Department of Mathematics at Konkuk University. Prior to this, I served as an Assistant Professor in the Department of Artificial Intelligence Software at Hanbat National University and worked as a postdoctoral researcher at the Stochastic Analysis & Application Research Center at KAIST.
I earned my Ph.D. in Mathematics from POSTECH, under the supervision of Professor Hyung Ju Hwang. My doctoral research focused on Physics-Informed Neural Networks (PINNs). I completed my undergraduate studies in Mathematics at Hanyang University.
My research interests include Physics-Informed Machine Learning, Inverse Problems, Graph Neural Networks, and Recommender Systems.
Contact
| hwijaeson@konkuk.ac.kr | |
| Office | Science Building 322 |
| Address | 120 Neungdong-ro, Gwangjin-gu, Seoul, Korea 05029 |
Recent News
- 2026 Paper accepted in AIMS Mathematics: "Robust identification of multiple point targets in time-domain fluorescence diffuse optical tomography."
- 2026 Paper accepted in Big Data: "Enhancing marketing strategies for small businesses: developing a recommender system using offline data."
- 2026 Paper accepted in Neurocomputing: "SoFoNO: Mitigating Spectral Bias in Arbitrary-Scale Image Super-Resolution via Sobolev Fourier Neural Operator."
- 2026 New grant (2026.03–2029.02): Bilevel optimization framework for physics-informed machine learning in inverse problems, 신진연구, 한국연구재단.