Jaehyun Nam

Graduate student at KAIST

KAIST AI

jaehyun.nam [AT] kaist.ac.kr

About

I am a M.S. student at Korea Advanced Institute of Science and Technology (KAIST), advised by Prof. Jinwoo Shin. Prior to this, I received B.S. in Industrial Engineering and Mathematical Sciences (minor) at Seoul National University (SNU) under the supervision of Prof. Jaewook Lee. My recent research interests focus on deep tabular learning and molecular representation learning.

Publications

(*: Equal contribution)

Fragment-based Multi-view Molecular Contrastive Learning

Seojin Kim*, Jaehyun Nam*, Junsu Kim, Hankook Lee, Sungsoo Ahn, Jinwoo Shin

ICLR Workshop on Machine Learning for Materials (ICLRW-ML4Materials), 2023

STUNT: Few-shot Tabular Learning with Self-generated Tasks from Unlabeled Tables

Jaehyun Nam, Jihoon Tack, Kyungmin Lee, Hankook Lee, Jinwoo Shin

International Conference on Learning Representations (ICLR), 2023, Spotlight presentation

NeurIPS Workshop on Table Representation Learning (NeurIPSW-TRL), 2022

Bronze Prize, Samsung Humantech Paper Awards, 2023

Google Conference Scholarships (APAC)

Travel Award

Fragment-based Multi-view Molecular Contrastive Learning

Seojin Kim*, Jaehyun Nam*, Junsu Kim, Hankook Lee, Sungsoo Ahn, Jinwoo Shin

ICLR Workshop on Machine Learning for Materials (ICLRW-ML4Materials), 2023

STUNT: Few-shot Tabular Learning with Self-generated Tasks from Unlabeled Tables

Jaehyun Nam, Jihoon Tack, Kyungmin Lee, Hankook Lee, Jinwoo Shin

International Conference on Learning Representations (ICLR), 2023, Spotlight presentation

Education

Korea Advanced Institute of Science and Technology (KAIST)Mar. 2022 - Present

M.S. in Artificial Intelligence

Seoul National University (SNU)Mar. 2016 - Feb. 2022

B.S. in Industrial Engineering and Mathematical Sciences (minor)

Experience

Seoul National University (SNU)Mar. 2021 - Feb. 2022

Research Intern, hosted by Prof. Jung Hee Cheon

Korea Advanced Institute of Science and Technology (KAIST)Dec. 2020 - Jun. 2021

Research Intern, hosted by Prof. Chanyoung Park

SK HynixDec. 2020 - Feb. 2021

Intern, AI Solution

Industrial & Mathematical Data Analytics Research Center (IMDARC)Sep. 2020 - Dec. 2020

Research Intern, hosted by Prof. Woong Kook

Honors and Awards

Travel Award, International Conference on Learning Representations (ICLR) May. 2023

Recipient ($3,000), Google Conference Scholarships (APAC) May. 2023

Bronze Prize ($5,000), Samsung Humantech Paper Awards Feb. 2023

Special Prize ($1,000), National Cryptograpy Contest Oct. 2021

Recipient ($6,000), Hanseong Scholarship for Gifted Students 2014 - 2016

Invited Talks

Privacy-preserving Median Selection and Secure Aggregation in Federated LearningOct. 2021

Korean Mathematical Society Fall Meeting (Virtual)

Special Prize, National Cryptography Contest, 2021