Jeong Woon Lee

Google Scholar, Github, Linkedin

About Me

I am an MS/PhD student at Kyung Hee University supervised by Prof. Hyoseok Hwang. I am particularly interested in generalization for robotics. I believe that robots should understand our world and be capable of learning with minimal supervision and evolving throughout life. My research mainly focuses on Reinforcement Learning, Domain Generalization, and World Model, aiming to develop agents that can adapt to diverse and unseen environments.

Research Interest

Reinforcement Learning
Domain Generalization
World Model

Education

[Integrated MS-PhD] Kyung Hee University, Dept. of Software Convergence (2024.09~Present) [Supervisor : Prof. Hyoseok Hwang]
[BS] Kyung Hee University, School of Computing (2018.03. ~ 2024.08)

News

[2026.05.01] One Paper Accepted To ICML 2026 (Spotlight)
[2025.06.26] One Paper Accepted To ICCV 2025
[2025.01.02] One Paper Accepted To IEEE Access
[2024.12.10] One Paper Accepted To AAAI 2025

Publications

Stabilizing the Q-Gradient Field for Policy Smoothness in Actor-Critic Methods

Jeong Woon Lee, Kyoleen Kwak, Daeho Kim, and Hyoseok Hwang*

International Conference on Machine Learning, ICML 2026 (Spotlight, acceptance rate = 2.2%)

Diffusion Guided Adaptive Augmentation for Generalization in Visual Reinforcement Learning

Jeong Woon Lee and Hyoseok Hwang*

International Conference on Computer Vision, ICCV 2025

Mix-Spectrum for Generalization in Visual Reinforcement Learning

Jeong Woon Lee and Hyoseok Hwang*

IEEE Access, 2025

Fourier Guided Adaptive Adversarial Augmentation for Generalization in Visual Reinforcement Learning

Jeong Woon Lee and Hyoseok Hwang*

Association for the Advancement of Artificial Intelligence (AAAI), 2025

Contact

Institutional email: everyman123@khu.ac.kr
Personal email: jeonguni52@gmail.com
Linkedin Link : www.linkedin.com/in/jeong-woon-lee-446006218

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