Publications

2026

1. NeurIPS ’26

   Stabilizing Extrapolation in Looped Transformers via Learned Stochastic Stopping

   Hsun-Yu Kuo, El Mahdi Chayti, Patrik Reizinger, and 2 more authors

   Advances in Neural Information Processing Systems, 2026

   Main track. Also presented as a poster at the ICML 2026 AdaptFM workshop.

   Bib Website

   @misc{kuo2026stabilizingextrapolationloopedtransformers,
     title = {Stabilizing Extrapolation in Looped Transformers via Learned Stochastic Stopping},
     author = {Kuo, Hsun-Yu and Chayti, El Mahdi and Reizinger, Patrik and Brendel, Wieland and Jaggi, Martin},
     year = {2026},
     eprint = {2606.29983},
     archiveprefix = {arXiv},
     primaryclass = {cs.LG},
     url = {https://arxiv.org/abs/2606.29983},
   }

2025

1. ICLR ’25

   Spotlight

   Not All LLM-Generated Data Are Equal: Rethinking Data Weighting in Text Classification

   Hsun-Yu Kuo, Yin-Hsiang Liao, Yu-Chieh Chao, and 2 more authors

   In International Conference on Learning Representations, 2025

   Spotlight (top 5.1%)

   Bib Website

   @inproceedings{ICLR2025_03dfa2a7,
     author = {Kuo, Hsun-Yu and Liao, Yin-Hsiang and Chao, Yu-Chieh and Ma, Wei-Yun and Cheng, Pu-Jen},
     booktitle = {International Conference on Learning Representations},
     editor = {Yue, Y. and Garg, A. and Peng, N. and Sha, F. and Yu, R.},
     pages = {1161--1185},
     title = {Not All {LLM}-Generated Data Are Equal: Rethinking Data Weighting in Text Classification},
     url = {https://proceedings.iclr.cc/paper_files/paper/2025/file/03dfa2a7755635f756b160e9f4c6b789-Paper-Conference.pdf},
     volume = {2025},
     year = {2025},
   }

2. The modified spatial context memory test for assessing cognitive aging in middle-aged and older adults

   Hsuan-Min Wang, Yo-Ping Huang, Hsun-Yu Kuo, and 1 more author

   Neuroscience Research, Nov 2025

   DOI Bib Website

   @article{Wang_2025,
     title = {The modified spatial context memory test for assessing cognitive aging in middle-aged and older adults},
     volume = {220},
     issn = {0168-0102},
     url = {https://doi.org/10.1016/j.neures.2025.104956},
     doi = {10.1016/j.neures.2025.104956},
     journal = {Neuroscience Research},
     publisher = {Elsevier BV},
     author = {Wang, Hsuan-Min and Huang, Yo-Ping and Kuo, Hsun-Yu and Kuo, Hung-Chou},
     year = {2025},
     month = nov,
     pages = {104956},
   }

2023

1. Reliable Data Transmission through Private CBRS Networks

   Hsun-Yu Kuo, Szu-Yu Liu, Chin-Ya Huang, and 2 more authors

   2023

   Preprint

   Bib Website

   @misc{kuo2023reliabledatatransmissionprivate,
     title = {Reliable Data Transmission through Private {CBRS} Networks},
     author = {Kuo, Hsun-Yu and Liu, Szu-Yu and Huang, Chin-Ya and Chen, Yu-Chi and Xie, Meng-Hua},
     year = {2023},
     eprint = {2310.14171},
     archiveprefix = {arXiv},
     primaryclass = {cs.NI},
     url = {https://arxiv.org/abs/2310.14171},
   }

2. Differential Diagnostic Value of Machine Learning–Based Models for Embolic Stroke

   HsunYu Kuo, Tsai-Wei Liu, Yo-Ping Huang, and 3 more authors

   Clinical and Applied Thrombosis/Hemostasis, Jan 2023

   DOI Bib Website

   @article{Kuo_2023,
     title = {Differential Diagnostic Value of Machine Learning–Based Models for Embolic Stroke},
     volume = {29},
     issn = {1938-2723},
     url = {https://doi.org/10.1177/10760296231203663},
     doi = {10.1177/10760296231203663},
     journal = {Clinical and Applied Thrombosis/Hemostasis},
     publisher = {SAGE Publications},
     author = {Kuo, HsunYu and Liu, Tsai-Wei and Huang, Yo-Ping and Chin, Shy-Chyi and Ro, Long-Sun and Kuo, Hung-Chou},
     year = {2023},
     month = jan,
   }