Hi, I'm Soochan.

I'm a Ph.D. candidate in the Dept. of Computer Science and Engineering, Seoul National University.

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About Me

I'm a Ph.D. candidate in the Department of Computer Science and Engineering at Seoul National University. As a member of Vision & Learning Lab, I study machine learning under the supervision of Prof. Gunhee Kim.

In the pursuit of artificial general intelligence, I believe that one of the next major challenges is continual learning. Especially, my recent focus has been on meta-continual learning, also known as learning to continually learn. In addition, I hold a profound interest in language models and overcoming their limitations through innovative solutions.

Education

 

Mar. 2013 – Aug. 2017

Seoul National University
Computer Science and Engineering
Bachelor of Science

 

Sep. 2017 – Aug. 2019

Seoul National University
Computer Science and Engineering
Vision and Learning Lab
Master of Science

 

Sep. 2019 –

Seoul National University
Computer Science and Engineering
Vision and Learning Lab
Ph.D. Candidate

Publications

When Meta-Learning Meets Online and Continual Learning: A Survey
Jaehyeon Son*, Soochan Lee*, and Gunhee Kim
arXiv preprint 2023
Paper
Recasting Continual Learning as Sequence Modeling
Soochan Lee, Jaehyeon Son, and Gunhee Kim
NeurIPS 2023
Code Paper
Recursion of Thought: A Divide and Conquer Approach to Multi-Context Reasoning with Language Models
Soochan Lee and Gunhee Kim
Findings of ACL 2023
Poster Code Paper
A Neural Dirichlet Process Mixture Model for Task-Free Continual Learning
Soochan Lee, Junsoo Ha, Dongsu Zhang, and Gunhee Kim
ICLR 2020
Code Paper
Harmonizing Maximum Likelihoods with GANs for Multimodal Conditional Generation
Soochan Lee, Junsoo Ha, and Gunhee Kim
ICLR 2019
Project Code Paper
Improving Occlusion and Hard Negative Handling for Single-Stage Pedestrian Detectors
Junhyug Noh, Soochan Lee, Beomsu Kim, and Gunhee Kim
CVPR 2018
Project Paper

Honors & Awards



Qualcomm Innovation Fellowship Korea 2023
ICLR 2021 Outstanding Reviewer 2021
Qualcomm Innovation Fellowship Korea 2020
NeurIPS 2020 Top 10% Reviewer 2020
Naver Ph.D. Fellowship 2019
Silver Award, 25th Samsung Humantech Paper Award 2019

Contact

Have a question or feedback about my work? That's great!
Send me an email and I will get back to you as soon as possible.

soochan.lee@vision.snu.ac.kr

soochan-lee

Soochan Lee

@SoochanL33