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. 2023Honor of Summa Cum Laude
Aug. 2023