About me
I am Hee-Jun Jung, Ph.D. candidate in Artificial Intelligence at AI Graduate School of the Gwangju Institute of Science and Techonology (GIST), advised by Professor Kangil Kim. My interests are Disentanglement Learning, Visual Reasoning, Representation Learning (symmetry) in Computer Vision, and Knowledge Distillation in Natural Launguage Processing. For more details, see my CV.
News
- [2024.12.] RA Student Research Achievement Scholarship, AI Graduate School, GIST, 2024.
- [2024.11.] CFASL: Composite Factor-Aligned Symmetry Learning for Disentanglement in Variational AutoEncoder was accepted at Transactions on Machine Learning Research (TMLR).
- [2023.07.] Feature Structure Distillation with Centered Kernel Alignment in BERT Transferring was accepted in Expert Systems with Applications.
Education
- Gwanju Institute of Science and Technology (GIST), Gwanju, Korea
- Ph.D., Artificial Intelligence (2020 - present)
- Advisor: Kangil Kim
- Kyung Hee University, Suwon, Korea
- B.S., Mechanical Engineering (2012 - 2020)
Research Experience
- Kyung Hee University, Suwon, Korea
- Undergraduate Researcher, Intelligent Robotic Mechatronics System Lab (Mar. 2019 - Dec. 2019)
- Advisor: Soon Geul Lee
Publications
Journal
CFASL: Composite Factor-Aligned Symmetry Learning for Disentanglement in Variational AutoEncoder
Hee-Jun Jung, Jaehyoung Jeong, Kangil Kim., Transactions on Machine Learning Research (TMLR), 2024.
Feature structure distillation with Centered Kernel Alignment in BERT transferring
Hee-Jun Jung, Doyeon Kim, Seung-Hoon Na, Kangil Kim., Expert Systems with Applications, 2023.
pre-print / under review
Consistent Symmetry Representation over Latent Factors of Variation
Hee-Jun Jung, Hoyong Kim, Ilmin Kang, Kangil Kim., International Conference on Learning Representations (ICLR under review), 2025.
Multiple Invertible and Partial-Equivariant Function for Latent Vector Transformation to Enhance Disentanglement in VAEs
Hee-Jun Jung, Jaehyoung Jeong, Kangil Kim., IEEE Transactions on Pattern Analysis and Machine Intelligence (under review), 2023.
Honor & Awards
- RA Student Research Achievement Scholarship, AI Graduate School, GIST, 2024.
- Superiority Scholarship, Kyung Hee University, 2017, 2019.
- Mentor Scholarship, Kyung Hee University, 2015.