About
I am an integrated M.S./Ph.D. student in the Department of Chemistry at Kookmin University, advised by Prof. Joonyoung F. Joung in the AI Chemistry Laboratory (SAIL). I received my B.S. in Applied Chemistry from Kookmin University in 2025. My research applies machine learning to chemistry. Most of my work is on molecular mixtures, where I encode composition-dependent intermolecular interactions into learned molecular representations to predict properties such as density and refractive index. I also develop wavenumber-aware deep learning models that keep Raman spectral analysis reliable when measurement conditions change.
News
- Oct. 2026Our paper on composition-dependent molecular representations for mixtures was accepted to Chemical Engineering Journal.
- Oct. 2026Our preprint on wavenumber-aware deep learning for Raman spectra is now on arXiv.
- Sep. 2026Our paper on core/shell perovskite nanocrystals was published in Journal of Alloys and Compounds.
- Jun. 2026I received the Outstanding Oral Presentation Award at the 149th Summer Meeting of the Physical Chemistry Division, Korean Chemical Society.
- Mar. 2026I presented a poster at ACS Spring 2026 in Atlanta, GA.
- Mar. 2025I started the integrated M.S./Ph.D. program at Kookmin University.
Publications
*: corresponding author · †: equal contribution · J: journal article · P: preprint
[J2] Encoding Composition-Dependent Intermolecular Interactions into Learned Molecular Representations
Chemical Engineering Journal, 2026 (accepted)
[P1] Wavenumber-Aware Deep Learning for Robust Analysis of Raman Spectra
arXiv preprint arXiv:2610.30746, 2026
[J1] Synergistic Ligand and Composition Control for Bright and Stable CsPbBr3/Cs4PbBr6 Core/Shell Colloidal Perovskite Nanocrystals
Journal of Alloys and Compounds, 1080, 190954, 2026
Presentations
MEMo: Mixture Embedding via Mole Fraction
Jun. 2026Oral presentation, The 149th Summer Meeting of the Physical Chemistry Division, Korean Chemical Society, Busan, Korea
Outstanding Oral Presentation Award
Mole Fraction Integration Strategies for Graph Transformer-based Mixture Property Prediction
Mar. 2026Poster presentation, ACS Spring 2026, Atlanta, GA, USA
Education
Kookmin University, Seoul, Korea
Mar. 2025 ~ PresentIntegrated M.S./Ph.D. Program, AI Chemistry Laboratory (Advisor: Prof. Joonyoung F. Joung)
Kookmin University, Seoul, Korea
Mar. 2019 ~ Feb. 2025B.S. in Applied Chemistry (Major in Nanomaterials)
Awards
Outstanding Oral Presentation Award
Jun. 2026The 149th Summer Meeting of the Physical Chemistry Division, Korean Chemical Society (news)