Jihyeon Seong

Kim Jaechul Graduate School of AI

KAIST

jihyeon.seong@kaist.ac.kr

I am a Ph.D. student in Artificial Intelligence at the Kim Jaechul Graduate School of AI, KAIST. I received my M.S. in Artificial Intelligence from KAIST AI and my B.S. in Computer Engineering from Ewha Womans University.

My current research is on uncertainty quantification under distribution shift, time-series representation learning under change points, and explainable AI for clinical decision support.

I also work on applied problems with partners outside the lab: acute kidney injury prediction with Seoul National University Bundang Hospital, and time-series problems in industry with Samsung Device Solutions, HiDeep, and POSCO.

On the blog I keep notes on what I am studying and on the papers I read.

latest posts

selected publications

ICML

DistMatch: Adaptive Binning via Distribution Matching for Robust Sequential Conformal Prediction

Enver Menadjiev^*, Jihyeon Seong^*, Jisu Yeo, and Jaesik Choi^†

In International Conference on Machine Learning (ICML), 2026

Bib HTML

@inproceedings{menadjiev2026distmatch,
  title = {DistMatch: Adaptive Binning via Distribution Matching for Robust Sequential Conformal Prediction},
  author = {Menadjiev, Enver and Seong, Jihyeon and Yeo, Jisu and Choi, Jaesik},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
}

IJCAI

Towards Dynamic Trend Filtering through Trend Point Detection with Reinforcement Learning

Jihyeon Seong, Sekwang Oh, and Jaesik Choi^†

In International Joint Conference on Artificial Intelligence (IJCAI), 2024

DOI Bib HTML Code

@inproceedings{seong2024dtf,
  title = {Towards Dynamic Trend Filtering through Trend Point Detection with Reinforcement Learning},
  author = {Seong, Jihyeon and Oh, Sekwang and Choi, Jaesik},
  booktitle = {International Joint Conference on Artificial Intelligence (IJCAI)},
  pages = {2324--2332},
  year = {2024},
  doi = {10.24963/ijcai.2024/257},
}

AAAI

Towards Diverse Perspective Learning with Selection over Multiple Temporal Poolings

Jihyeon Seong^*, Jungmin Kim^*, and Jaesik Choi^†

In AAAI Conference on Artificial Intelligence (AAAI), 2024

DOI Bib HTML Code

@inproceedings{seong2024somtp,
  title = {Towards Diverse Perspective Learning with Selection over Multiple Temporal Poolings},
  author = {Seong, Jihyeon and Kim, Jungmin and Choi, Jaesik},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  doi = {10.1609/aaai.v38i8.28743},
}