Dongjun Lee

I am M.S student at Graduate school of AI, KAIST, co-advised by Prof. Kimin Lee and Prof. Jinwoo Shin. I am looking forward to begin my internship at Microsoft Research Asia since September 2024.

My research goal is to make AI agent capable of sequential decision making and self-improvement. To achieve this, I focus on: (1). Large-scale models (e.g., LLMs, MLLMs) and learning algorithms to imbue them with human-like decision making capabilities in the real-world environment, and (2) Algorithms for lifelong learning of AI agent through interaction with world. Additionally, I have a broad interest in various reinforcement learning (RL) algorithms and their applications in robotics.


Education

Korea Advanced Institute of Science and Technology

M.S in Artificial intelligence
Mar. 2024 - Present

Korea University

B.S in Statistics & Artificial intelligence
Mar. 2018 - Feb. 2024

Research & Working experiences

Graduate School of AI, KAIST

M.S student
  • Advisor: Prof. Kimin Lee & Prof. Jinwoo Shin
  • Research topic: Embodied Agent, Large Language Models, Reinforcement Learning
Aug 2023 - Ongoing

NAVER Corp

Research intern
  • Research topic: Retrieval augmented test-time adaptation of vision-language model using multi-modal external knowledge.
Jul 2023 - Aug 2023

Machine Learning and Vision Lab, Korea University

Research intern
  • Advisor: Prof. Hyunwoo J.Kim
  • Research Topic: Vision-Language Models
Feb 2022 - Jun 2023

Publications & Patents

Publications

  • [C1]Read-only prompt optimization for Vision-Language Few-shot Learning
    Dongjun Lee, Seokwon Song, Jihee Suh, Joonmyeong Choi, Sanghyeok Lee, and Hyunwoo J. Kim
    IEEE/CVF International Conference on Computer Vision, 2023
    tl;dr : Parameter efficient vision-language model adaptation method with improved label & domain generalization.
    [arXiv] [Github]

Patents

  • Method and Appratus for Read-only Prompt Learning Apr, 2023 H.W. Kim, J.Y. Park, D.J. Lee, S.W. Song, J.H. Suh, J.M. Choi, S.H. Lee, Korea Patent 10-2023-0049563 (2023)


Awards & Honors

  • Donggyo Talent Award, Surim Foundation (2023)
  • Ilju Academy and Culture Foundation Scholarship (2019-2023)
  • Semester High Honor, Korea University (2018, 2019, 2022)
  • Semester Exellence Scholarship, Korea University (Fall, 2018)