Seojin Kim
M.S. at KAIST
KAIST of AI
osikjs [AT] kaist.ac.kr
About
I am a third-year Ph.D. student at Algorithmic Intelligence Laboratory (ALIN-LAB), advised by Prof. Jinwoo Shin at Korea Advanced Institute of Science and Technology (KAIST). I received my B.S. in Chemistry (major), Computer Science (double major), and Mathmatics (double major) at KAIST in 2021.
My primary research interests lie in the area of machine learning for drug discovery. Currently, my research focuses on molecular representation learning and molecule generation.
Publications (*: Equal contribution)
Confidence-aware Denoised Fine-tuning of Off-the-shelf Models for Certified Robustness
Suhyeok Jang*, Seojin Kim*, Jinwoo Shin, Jongheon Jeong
Transactions on Machine Learning Research (TMLR), 2024
An Efficient Tokenization for Molecular Language Models
Seojin Kim, Jaehyun Nam, Jinwoo Shin
NeurIPS Workshop on AI for New Drug Modalities (NeurIPSW-AIDrugX), 2024
Data-Efficient Molecular Generation with Hierarchical Textual Inversion
Seojin Kim, Jaehyun Nam, Sihyun Yu, Younghoon Shin, Jinwoo Shin
International Conference on Machine Learning (ICML), 2024
NeurIPS Workshop on New Frontiers of AI for Drug Discovery and Development (NeurIPSW-AI4D3), 2023
Fragment-based Multi-view Molecular Contrastive Learning
Seojin Kim*, Jaehyun Nam*, Junsu Kim, Hankook Lee, Sungsoo Ahn, Jinwoo Shin
Transactions on Machine Learning Research (TMLR), 2024
ICLR Workshop on Machine Leraning for Materials (ICLRW-ML4Materials), 2023
Confidence-aware Training of Smoothed Classifiers for Certified Robustness
Jongheon Jeong*, Seojin Kim*, Jinwoo Shin
AAAI Conference on Atrificial Intelligence (AAAI), 2023
ECCV Workshop on Adversarial Robustness in the Real World (ECCVW-AROW), 2022
Confidence-aware Denoised Fine-tuning of Off-the-shelf Models for Certified Robustness
Suhyeok Jang*, Seojin Kim*, Jinwoo Shin, Jongheon Jeong
Data-Efficient Molecular Generation with Hierarchical Textual Inversion
Seojin Kim, Jaehyun Nam, Sihyun Yu, Younghoon Shin, Jinwoo Shin
Fragment-based Multi-view Molecular Contrastive Learning
Seojin Kim*, Jaehyun Nam*, Junsu Kim, Hankook Lee, Sungsoo Ahn, Jinwoo Shin
Confidence-aware Training of Smoothed Classifiers for Certified Robustness
Jongheon Jeong*, Seojin Kim*, Jinwoo Shin
Education
Korea Advanced Institute of Science and Technology (KAIST)Sep. 2021 - Present
M.S. in Artificial Intelligence
Korea Advanced Institute of Science and Technology (KAIST)Mar. 2016 - Aug. 2021
B.S. in Chemistry (major), Computer Science (double major), and Mathematics (double major)
Experience
Winter InternshipDec. 2019 - Feb. 2020
SK hynix