Publications

Graph Neural Networks

2025

1. 

   Conditional Graph Diffusion with Topological Constraints for Brain Network Generation

   Joonhyuk Park, Donghyun Lee , Guorong Wu , and Won Hwa Kim

   In proceedings of Medical Image Computing and Computer Assisted Intervention – MICCAI 2025 , Sep 2025

   Bib

   @inproceedings{park2025conditional,
     title = {Conditional Graph Diffusion with Topological Constraints for Brain Network Generation},
     author = {Park, Joonhyuk and Lee, Donghyun and Wu, Guorong and Kim, Won Hwa},
     booktitle = {proceedings of Medical Image Computing and Computer Assisted Intervention -- MICCAI 2025},
     year = {2025},
     organization = {Springer},
     publisher = {Springer Nature Switzerland},
     volume = {LNCS 15971},
     month = sep,
     page = {226 -- 235},
     category = {Graph Neural Networks},
   }

2023

1. 

   Convolving directed graph edges via Hodge Laplacian for brain network analysis

   Joonhyuk Park*, Yechan Hwang* , Minjeong Kim , Moo K Chung , Guorong Wu , and Won Hwa Kim

   In International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI) , Sep 2023

   [*Equal Contribution]

   Bib

   @inproceedings{park2023convolving,
     title = {Convolving directed graph edges via Hodge Laplacian for brain network analysis},
     author = {Park*, Joonhyuk and Hwang*, Yechan and Kim, Minjeong and Chung, Moo K and Wu, Guorong and Kim, Won Hwa},
     booktitle = {International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI)},
     pages = {789--799},
     year = {2023},
     organization = {Springer},
     category = {Graph Neural Networks},
     note = {[*Equal Contribution]}
   }

Ordinary Differential Equations

2025

1. 

   DISCLOSE the Neurodegeneration Dynamics: Individualized ODE Discovery for Alzheimer’s Disease Precision Medicine

   Wooseok Jung* , Joonhyuk Park*, and Won Hwa Kim

   In proceedings of Medical Image Computing and Computer Assisted Intervention – MICCAI 2025 , Sep 2025

   [*Equal Contribution, Oral Presentation (top  2.2%)]

   Bib

   @inproceedings{jung2025disclose,
     title = {DISCLOSE the Neurodegeneration Dynamics: Individualized ODE Discovery for Alzheimer's Disease Precision Medicine},
     author = {Jung*, Wooseok and Park*, Joonhyuk and Kim, Won Hwa},
     booktitle = {proceedings of Medical Image Computing and Computer Assisted Intervention -- MICCAI 2025},
     year = {2025},
     organization = {Springer},
     publisher = {Springer Nature Switzerland},
     volume = {LNCS 15974},
     month = sep,
     page = {177 -- 186},
     category = {Ordinary Differential Equations},
     note = {[*Equal Contribution, <strong>Oral Presentation (top ~2.2%)</strong>]}
   }