Jin Hyuk Kim

M.S. Candidate

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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
  • Agentic AI for Molecular Design
    • Synthesizable Molecular Generation
    • Multi-Objective Molecular Optimization
    • Planning and Routing
  • Molecular Representation Learning
    • Multi-modal Fusion
    • Adaptive Fusion
  • Explainable/Interpretable AI

News

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.