About
Hello! I’m Junyoung Sung. I am currently an M.S. student at AGI-LAB, KAIST, advised by Prof. Jinwoo Shin. My research focuses on robotic foundation models that can generalize effectively to diverse and dynamic real-world situations. Recently, I have been particularly interested in data-centric approaches to robot learning, including synthetic data generation and leveraging large-scale human video data to address the scarcity of robot interaction data.
News
- June 2026: I am attending CVPR in person. See you in Denver!
- May 2026: RLDX-1 Technical Report is out! Fortunate to be one of the core contributors.
- Apr 2026: GOAT is accepted to ACL 2026 Findings.
- Feb 2026: CRIT is accepted to CVPR 2026.
- Feb 2026: Started undergraduate research internship at AGI-LAB, KAIST.
Publications
Most recent publications on Google Scholar.
‡ indicates equal contribution.
GOAT: A Training Framework for Goal-Oriented Agent with Tools
Hyunji Min, Sangwon Jung, Junyoung Sung, Dosung Lee, Leekyeung Han, Paul Hongsuck Seo
Annual Meeting of the Association for Computational Linguistics (ACL) 2026 (Findings)
CRIT: Graph-Based Automatic Data Synthesis to Enhance Cross-Modal Multi-Hop Reasoning
Junyoung Sung, Seungwoo Lyu, Minjun Kim, Sumin An, Arsha Nagrani, Paul Hongsuck Seo
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2026
LCIRC: A Recurrent Compression Approach for Efficient Long-form Context and Query Dependent Modeling in LLMs
Sumin An, Junyoung Sung, Wonpyo Park, Chanjun Park, Paul Hongsuck Seo
Annual Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics (NAACL) 2025, Oral Presentation
RLDX-1 Technical Report
RLDX Team (Core contributor)
GOAT: A Training Framework for Goal-Oriented Agent with Tools
Hyunji Min, Sangwon Jung, Junyoung Sung, Dosung Lee, Leekyeung Han, Paul Hongsuck Seo
Annual Meeting of the Association for Computational Linguistics (ACL) 2026 (Findings)
CRIT: Graph-Based Automatic Data Synthesis to Enhance Cross-Modal Multi-Hop Reasoning
Junyoung Sung, Seungwoo Lyu, Minjun Kim, Sumin An, Arsha Nagrani, Paul Hongsuck Seo
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2026
Breaking the Visual Shortcuts in Multimodal Knowledge-Based Visual Question Answering
Dosung Lee, Sangwon Jung, Boyoung Kim, Minyoung Kim, Sungyeon Kim, Junyoung Sung, Paul Hongsuck Seo
Preprint
LCIRC: A Recurrent Compression Approach for Efficient Long-form Context and Query Dependent Modeling in LLMs
Sumin An, Junyoung Sung, Wonpyo Park, Chanjun Park, Paul Hongsuck Seo
Annual Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics (NAACL) 2025, Oral Presentation
Education
KAIST Sep. 2026 – Present
M.S. in Artificial Intelligence
Algorithmic General Intelligence Laboratory (AGI-LAB) (Advisor: Jinwoo Shin)
Korea University Mar. 2020 – Aug. 2026
B.S. in Computing Science and Engineering
GPA: 4.41/4.5
Experience
Algorithmic General Intelligence Laboratory (AGI-LAB) Feb. 2026 – Aug. 2026
Research Intern (Advisor: Jinwoo Shin)
Multimodal Interactive Intelligence Laboratory (MIIL) Jan. 2024 – Jan. 2026
Research Intern (Advisor: Paul Hongsuck Seo)