About me
Hi! I’m currently a research intern at Vision & Learning Lab, under the supervision of Prof. Gunhee Kim.
My research interest primarily lies in addressing the challenges of contemporary deep neural networks with large-scale knowledge transfer. This includes:
- in-context RL, offline RL
- continual learning, learning to continually learn
Education
- B.S. in Statistics and Artificial Intelligence, Seoul National University
Mar. 2017 - Aug. 2023 (Leave of absence for military service: Mar. 2019 - Feb. 2021)
Graduated with Summa Cum Laude (GPA: 3.95 / 4.3)
Publications
When Meta-Learning Meets Online and Continual Learning: A Survey
Jaehyeon Son*, Soochan Lee*, Gunhee Kim (*: equal contribution)
IEEE TPAMI 2024
[paper]Learning to Continually Learn with the Bayesian Principle
Soochan Lee, Hyeonseong Jeon, Jaehyeon Son, Gunhee Kim
ICML 2024
[paper] [code]Recasting Continual Learning as Sequence Modeling
Soochan Lee, Jaehyeon Son, Gunhee Kim
NeurIPS 2023
[paper] [code]
Work Experience
- Knowledge AI Lab, NCSOFT
Jul 2021 - Aug 2021
Research Intern
Honors & Awards
Songam Scholarship
Mar. 2017 - Feb. 2023Honor of Summa Cum Laude
Aug. 2023