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:

  • meta-RL, in-context RL, offline RL
  • meta-continual learning, learning to continually learn

Here’s my CV.

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 & Preprints

  • When Meta-Learning Meets Online and Continual Learning: A Survey
    Jaehyeon Son*, Soochan Lee*, Gunhee Kim (*: equal contribution)
    Preprint
    [paper]

  • Learning to Continually Learn with the Bayesian Principle
    Soochan Lee, Hyeonseong Jeon, Jaehyeon Son, Gunhee Kim
    ICML 2024
    [paper]

  • 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. 2023

  • Honor of Summa Cum Laude
    Aug. 2023