publications

2026

1. 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},
   }

2. CSUR

   Towards Transparent Time Series Analysis: Exploring Methods and Enhancing Interpretability

   Youngjin Park, Anh Tong, Sehyun Lee, Jihyeon Seong, Qin Xie, and Jaesik Choi^†

   ACM Computing Surveys. Role: wrote “Limitation of XAI in Time Series” , 2026

   DOI Bib HTML

   @article{park2026transparent,
     title = {Towards Transparent Time Series Analysis: Exploring Methods and Enhancing Interpretability},
     author = {Park, Youngjin and Tong, Anh and Lee, Sehyun and Seong, Jihyeon and Xie, Qin and Choi, Jaesik},
     journal = {ACM Computing Surveys},
     year = {2026},
     doi = {10.1145/3794839},
   }

2025

1. KRCP

   Validation of an Acute Kidney Injury Prediction Model as a Clinical Decision Support System

   Giae Yun^*, Jinyeong Yi^*, Sangyub Han, Jihyeon Seong, Enver Menadjiev, Hyunkyung Han, Jaesik Choi, Ji Hyun Kim, and Sejoong Kim^†

   Kidney Research and Clinical Practice. Role: model development, software, data curation, methodology , 2025

   DOI Bib HTML

   @article{yun2025validation,
     title = {Validation of an Acute Kidney Injury Prediction Model as a Clinical Decision Support System},
     author = {Yun, Giae and Yi, Jinyeong and Han, Sangyub and Seong, Jihyeon and Menadjiev, Enver and Han, Hyunkyung and Choi, Jaesik and Kim, Ji Hyun and Kim, Sejoong},
     journal = {Kidney Research and Clinical Practice},
     year = {2025},
     doi = {10.23876/j.krcp.24.163},
   }

2024

1. 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},
   }

2. 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},
   }

3. BigComp

   CardioCaps: Attention-Based Capsule Network for Class-Imbalanced Echocardiogram Classification

   Hyunkyung Han^*, Jihyeon Seong^*, and Jaesik Choi^†

   In IEEE International Conference on Big Data and Smart Computing (BigComp), 2024

   DOI Bib HTML Code

   @inproceedings{han2024cardiocaps,
     title = {CardioCaps: Attention-Based Capsule Network for Class-Imbalanced Echocardiogram Classification},
     author = {Han, Hyunkyung and Seong, Jihyeon and Choi, Jaesik},
     booktitle = {IEEE International Conference on Big Data and Smart Computing (BigComp)},
     pages = {287--294},
     year = {2024},
     doi = {10.1109/BigComp60711.2024.00052},
   }