Research

2025

1. Machine Learning

   Explainable AI

   Health Informatics

   SHIELD: SHapley and Information-theory based framework for Equitable Learning via Dissimilar feature grouping

   Hyeonggeun Yun, Hanna Suominen^*, and Amanda Barnard^*

   Australian National University, Oct 2025

   DOI Bib PDF Artefact Poster

   @mastersthesis{SHIELD,
     thesis_type = {Honours Thesis},
     title = {SHIELD: SHapley and Information-theory based framework for Equitable Learning via Dissimilar feature grouping},
     author = {Yun, Hyeonggeun and Suominen, Hanna and Barnard, Amanda},
     school = {Australian National University},
     numpages = {},
     year = {2025},
     month = oct,
     doi = {},
     url = {},
     dimensions = {false},
     artefact = {https://github.com/geun-yun/SHIELD},
   }

2023

1. Logic

   Theorem Provers: One Size Fits All?

   Harrison Oates, Hyeonggeun Yun, and Nikhila Gurusinghe

   arXiv, Nov 2023

   DOI Bib PDF

   

   @article{arXivLogic,
     title = {Theorem Provers: One Size Fits All?},
     author = {Oates, Harrison and Yun, Hyeonggeun and Gurusinghe, Nikhila},
     journal = {arXiv},
     numpages = {10},
     year = {2023},
     month = nov,
     doi = {https://doi.org/10.48550/arXiv.2509.15015},
     url = {https://arxiv.org/abs/2509.15015},
     dimensions = {false},
   }