About Me
Thanks for visiting my website!๐
I received a M.S. degree in Artificial Intelligence at KAIST, MLAI Lab (Advisor: Prof.Sung Ju Hwang) in Aug 2024, and a B.S. degree in Electrical Engineering at KAIST in Feb 2023.
Iโm currently working as an AI researcher at DeepAuto.
Research Interests
My goal is to make AI more accessible in everyday life, with research focused on
- Multimodal (Vision-Language, Audio-Video, Audio-Image): My goal is to develop multimodal models that enhance human-machine interaction and increase AI accessibility in everyday life.
- Efficiency (Data pruning, Model compression, Token Selection): To further enhance the AI accessibility, I aim to minimize AI training & inference costs by developing algorithms that identify data or model structure redundancies.
- Continual Learning: I am also interested in developing algorithms that keep models up-to-date by effectively integrating emerging knowledge.
- Curriculum Learning: I aim to discover the structure of skills in Large Vision-Language Models to optimize data order in instruction tuning, enhancing training efficiency (Empirical Study).
๐ Publications
(* denotes the equal contribution and ^ denotes the equal advising)
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Preprint
Jaewoo Lee*, Joonho Ko*, Jinheon Baek*, Soyeong Jeong, Sung Ju Hwang
Preprint.
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EMNLP
Jaewoo Lee, Boyang Li, Sung Ju Hwang
Conference on Empirical Methods in Natural Language Processing, Main conference Long paper (EMNLP), 2024.
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ICML
Jaewoo Lee*, Jaehong Yoon*, Wongjae Kim, Yunji Kim, Sung Ju Hwang
International Conference on Machine Learning (ICML), 2024.
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ICSV
Wonjun Yi, Jung-Woo Choi, Jaewoo Lee
International Congress on Sound and Vibration (ICSV), 2023.
๐ Educations
- 2023.03 - 2024.08, M.S. in Artificial Intelligence. KAIST.
- Thesis: Efficient Training Techniques for Multimodal Learning (PDF)
- A half-year early graduation.
- 2020.03 - 2023.02, B.S. in Electrical Engineering. KAIST.
- Summa Cum Laude
- One-year early graduation.
๐ป Research Experiences
- 2023.08 - current, AI Researcher, DeepAuto, South Korea.
- 2023.03 - 2024.08, Master degree Student, MLAI Lab, KAIST, South Korea.
- 2022.07 - 2023.02, Research Intern, MLAI Lab, KAIST, South Korea.
- 2021.09 - 2022.06, Research Intern, Smart Sound Systems Lab, KAIST, South Korea.
- 2021.06 - 2021.08, Research Intern, Urban Robotics Lab, KAIST, South Korea.
๐ Honors and Awards
- KAIST Summa Cum Laude Award, Feb. 2023
- National Scholarship for Science & Engineering, Sep. 2022 - Feb. 2023
- Encouragement Award for the Undergraduate Research Program, Aug. 2022
- KAIST Deanโs List (College of Engineering), Aug. 2022
- KAIST Deanโs List (School of Freshman), Aug. 2020
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