Jaechang Kim

Hello, I’m jaechang Kim. I’m a graduate student in POSTECH ML Lab since 2021, under supervision of Jungseul Ok.

My research interests are diverse, focusing on these two directions:

  • Trustworthy Machine Learning: explaining a rationale behind a ML model decision, and transterring the knowledge to human
  • Diverse Machine Learning application, such as automated theorem proving, sound source separation, …

Publication

pre-print

  • Sungjae Lee*, Hyejin Park*, Jaechang Kim, and Jungseul Ok, “Semantic Exploration with Adaptive Gating for Efficient Problem Solving with Language Models,” 2025
  • Hoyoung Kim, Seokhee Jin, Changhwan Sung, Jaechang Kim, and Jungseul Ok, “Active Prompt Learning with Vision-Language Model Priors,” 2024
  • Jaechang Kim, Jinmin Goh, Inseok Hwang, Jaewoong Cho, and Jungseul Ok, “Bridging the Gap between Expert and Language Models: Concept-guided Chess Commentary Generation and Evaluation,” 2024
  • Jaechang Kim, Jeongyeon Hwang, Soheun Yi, Jaewoong Cho, and Jungseul Ok, “Addressing Feature Imbalance in Sound Source Separation,” 2023

major conferences

  • Jaechang Kim*, Yunjoo Lee*, Hyun Mi Cho, Dong Woo Kim, Chi Hoon Song, and Jungseul Ok, “Activity-informed Industrial Audio Anomaly Detection via Source Separation,” in ICASSP, 2023
  • Jaechang Kim*, Yunjoo Lee*, Seunghoon Hong, and Jungseul Ok, “Learning Continuous Representation of Audio for Arbitrary Scale Super Resolution,” in ICASSP, 2022
  • Jinwoo Jeon*, Jaechang Kim*, Kangwook Lee, Sewoong Oh, and Jungseul Ok, “Gradient Inversion with Generative Image Prior,” in NeurIPS 2021 (and FL-ICML’21), 2021

domestic conferences

  • Hyejin Park*, Byungchan Ko*, Jaechang Kim*, Hoyoung Kim, Jinwoo Jeon, and Jungseul Ok, “Effect of Privacy Preserving in Personalized Federated Learning with Heterogeneous Data from Wearable Devices,” KSC2021, 2021

Education

  • Ph.D. in POSTECH Graduate School of Artificial Intelligence (2021 ~ )
  • B.S. in POSTECH Department of Computer Science & Engineering (2016 ~ 2021)

Work Experience

  • Internship in Naver Corp (2020.07 ~ 2020.08)

  • Internship with Prof. Sungwoo Park (2019.05 ~ 2019.10) https://www.datamonad.com/

  • Internship in Netmarble AI Revolution Center (2018.06 ~ 2018.08)