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:

• continual learning
• transfer learning (meta-learning, multi-modal pre-training, LM pre-training)
• offline RL

I’m heading to NeurIPS 2023 this December! I’ll deliver a poster presentation for my 2nd-author paper.

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]

• Sequential Bayesian Continual Learning with Meta-Learned Neural Networks
  Soochan Lee, Hyeonseong Jeon, Jaehyeon Son, Gunhee Kim
  Preprint
  [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