Byungwoo Jeon

About

I am a 1st year M.S./Ph.D student of Algorithmic Intelligence Laboratory (ALIN-LAB), advised by Prof. Jinwoo Shin at Korea Advanced Institute of Science and Technology (KAIST). I received my B.S. in Computer Science and Engineering / Statistics (double major) at Korea University in 2024.

The north star of my research is to develop a unified and scalable framework aligned with multi-modalities and human preferences for various vision-centric tasks. Currently, I am collaborating with Prof. Minsu Cho from POSTECH CVLAB and Prof. Sungjoon Choi from Korea Univ. RILAB for related topics.

If you want to have a discussion or coffee chat with me, e-mail me or sign up here. I am always positively open to all kinds of collaborations!

🚨 [2025.12.11] I'm looking for a self-motivated intern to join my project! (Up to 2 people, Deadline: 12/25)
If you are interested in internship at ALIN-LAB, KAIST AI and working on following research topics, please contact me via e-mail or Linkedin with your CV (or short bio) and transcript. Please reach out ASAP as applications will be reviewed on a rolling basis. Please note that this recruitment is different from the one on November 19, 2025.

Research Topics: (1) VLM reasoning, (2) 3D/4D understanding, (3) Visual representation

Publications

SpatialBoost: Enhancing Visual Representation through Language-Guided Reasoning

Byungwoo Jeon^*, Dongyoung Kim^*, Huiwon Jang, Insoo Kim, and Jinwoo Shin

NeurIPS Workshop on Space in Vision, Language, and Embodied AI, 2025

Paper Project

Learning Feasibility from Failure Data in Vision–Language–Action Models

Jeongeun Park, Jihwan Yoon, Byungwoo Jeon, Juhan Park, Kyungjae Lee, Namhoon Cho, Sangdoo Yun, and Sungjoon Choi

CoRL Workshop on Safe and Robust Robot Learning for Operation in the Real World, 2025

Paper

TrackIME: Enhanced Video Point Tracking via Instance Motion Estimation

Seong Hyeon Park, Huiwon Jang, Byungwoo Jeon, Sukmin Yun, Paul Hongsuck Seo, and Jinwoo Shin

Conference on Neural Information Processing Systems (NeurIPS), 2024, Spotlight Presentation (326/15671=2.08%)

Paper Project Code

SpatialBoost: Enhancing Visual Representation through Language-Guided Reasoning

Seong Hyeon Park, Huiwon Jang, Byungwoo Jeon, Sukmin Yun, Paul Hongsuck Seo, and Jinwoo Shin

Conference on Neural Information Processing Systems (NeurIPS), 2024,

Spotlight

Paper

Learning Feasibility from Failure Data in Vision–Language–Action Models

Seong Hyeon Park, Huiwon Jang, Byungwoo Jeon, Sukmin Yun, Paul Hongsuck Seo, and Jinwoo Shin

Conference on Neural Information Processing Systems (NeurIPS), 2024,

Spotlight

Paper

TrackIME: Enhanced Video Point Tracking via Instance Motion Estimation

Seong Hyeon Park, Huiwon Jang, Byungwoo Jeon, Sukmin Yun, Paul Hongsuck Seo, and Jinwoo Shin

Conference on Neural Information Processing Systems (NeurIPS), 2024,

Spotlight

Paper Code

Education

Korea Advanced Institute of Science and Technology (KAIST)Sep. 2024 - Current

M.S./Ph.D student in Artificial Intelligence

Korea University, SeoulMar. 2020 - Aug. 2024

B.S. in Computer Science & Engineering (First Major)

B.E. in Statistics (Second Major)

Experience

ML EngineerJan. 2023 - Jan. 2024

Arcreal

LeadAug. 2022 - Jul. 2023

Google Developer Student Clubs

Fullstack EngineerJul. 2021 - Aug. 2021

M-monstar