Jin Hyuk Kim

M.S. Candidate

profile.jpg

Hi, I’m Jin Hyuk Kim, an M.S. student in Computer Engineering at Hallym University, advised by Prof. Jonghwan Choi.

I am a member of the AI-Powered Cheminformatics Laboratory, where I develop artificial intelligence approaches for drug discovery.

My current research focuses on Agentic AI for molecular generation and multi-objective molecular optimization. In particular, I study how specialized molecular models can be dynamically selected and coordinated to solve complex molecular design problems.

My broader research interests include:

  • AI4Science (Chemistry, Drug Discovery & Biology)
  • Molecular Generation & Optimization
  • Agentic AI & Closed-loop Discovery
  • Uncertainty Quantification
  • Molecular Representation Learning
    • Multimodal Fusion
    • Adaptive Fusion
  • Explainable/Interpretable AI

News

Sep 17, 2026 ”CUE: A Chemical Uncertainty-Aware Embedding Framework for Multimodal Drug Selectivity Prediction” has been published in Journal of Chemical Information and Modeling (JCIM).
Jul 20, 2026 One paper accepted at AI4Sci Korea 2026.
May 28, 2025 ”OCSAug: Diffusion-based Optical Chemical Structure Data Augmentation for Improved Hand-drawn Chemical Structure Image Recognition” has been published in The Journal of Supercomputing.