About Me
I’m a Ph.D. student at Machine Learning and Artificial Intelligence (MLAI) lab in KAIST, under the supervision of Prof. Sung Ju Hwang. Prior to this, I obtained my M.S. degree also at MLAI lab in KAIST. I obtained my B.S. degrees (Aerospace Engineering, Biological Sciences) at KAIST.
My research interests include deep drug discovery, generative models, and graph representation learning.
Education
- Ph.D. student, Graduate School of AI
Korea Advanced Institute of Science and Technology (KAIST), Sep. 2022 ~ present. - M.S., Graduate School of AI
Korea Advanced Institute of Science and Technology (KAIST), Mar. 2021 ~ Aug. 2022. - B.S., Department of Aerospace Engineering
Korea Advanced Institute of Science and Technology (KAIST), Mar. 2015 ~ Aug. 2019. - B.S., Department of Biological Sciences
Korea Advanced Institute of Science and Technology (KAIST), Mar. 2015 ~ Aug. 2019.
Research Experience
- Research Intern, AITRICS
Research topic: Docking-optimized molecule generation using reinforcement learning
Publications and Preprints
- Exploring Chemical Space with Score-based Out-of-distribution Generation
Seul Lee, Jaehyeong Jo, and Sung Ju Hwang
arXiv, 2022. [paper] - Score-based Generative Modeling of Graphs via the System of Stochastic Differential Equations
Jaehyeong Jo*, Seul Lee*, and Sung Ju Hwang
(*: equal contribution)
ICML, 2022. [paper][code] - Edge Representation Learning with Hypergraphs
Jaehyeong Jo*, Jinheon Baek*, Seul Lee*, Dongki Kim, Minki Kang, and Sung Ju Hwang
(*: equal contribution)
NeurIPS, 2021. [paper][code] - Hit and Lead Discovery with Explorative RL and Fragment-based Molecule Generation
Soojung Yang, Doyeong Hwang, Seul Lee, Seongok Ryu, and Sung Ju Hwang
NeurIPS, 2021. [paper][code] - Robotic Scanning Technology for Laser Pulse-Echo Inspection
Seul Lee, Jong-min Hyun, Hasan Ahmed, and Jung-ryul Lee
Electronics Letters, 2020. [paper]
Awards and Honors
- KAIST Summa Cum Laude, Aug. 2019.
- KAIST Dean’s List (College of Engineering), Aug. 2018.
- KAIST Dean’s List (College of Engineering), Feb. 2018.
- Boeing Undergraduate Scholarship, Feb. 2018 ~ Aug. 2019.
- KAIST Presidential Fellowship (KPF), Mar. 2017 ~ Aug. 2019.
- KAIST Dean’s List (College of Life Science & Bioengineering), Feb. 2017.
- National Science and Engineering Undergraduate Scholarship, Mar. 2015 ~ Feb. 2019.