I am a Master’s student in the MLAI Lab at KAIST, advised by Prof. Sung Ju Hwang. I earned my B.Eng. in Computer Science and Engineering and B.S. in Mathematics, from Korea University.
My research interests center on large language models, weight-space learning, model manifold learning, and model merging, with a focus on understanding how model representations can be manipulated for merging, initialization, and post-training, and on evaluating when adaptation methods lead to robust generalization rather than reward-specific improvements.
I have worked with Dr. Bruno Andreis and Dr. Bedionita Soro on weight generation and latent-space modeling for foundation models.
During my undergraduate studies and research training, I worked on hyperparameter optimization, weight-space model merging, and LLM-based agent workflows. My current research at KAIST continues to investigate the theoretical and practical foundations of generative approaches to model design and adaptation.
Research Interests
- Generative Modeling
- Model Manifold Learning
- Model Adaptation