Publications

Peer-reviewed publications, preprints, papers under review, and ongoing work.

Publications

  1. Chia-Hsuan Hsu, Jun-En Ding, Hsin-Ling Hsu, Chih-Ho Hsu, Shihao Yang, Li-Hung Yao, Chun-Chieh Liao, Feng Liu, Fang-Ming Hung. 1st author
    RGPO: Ranking-Guided Preference Optimization for Reliable Clinical Reasoning.
    IEEE Transactions on Artificial Intelligence, 2026 (IEEE TAI, Q1 journal).
    [Paper] [Code]
  2. Yung Wei Shueh*, Zhi-Jie Chen*, Chia-Hsuan Hsu, Hsin-Ling Hsu, Donghua Zhang, Chenwei Wu, Jun-En Ding, Tongze Zhang, Shihao Yang, Pengfei Hu, Fang-Ming Hung, Feng Liu. 2nd author
    DIASENTINEL: An Auditable Multi-Agent System for Guideline-Grounded Diabetes Risk Screening.
    Conference on Empirical Methods in Natural Language Processing (EMNLP) 2026 Demo Track.
    * Equal contribution.
    [Paper]
  3. Hsin-Ling Hsu, Zizheng Wang*, Donghua Zhang*, Nai-Chia Chen, Jerry Wang, Jun-En Ding, Chia-Hsuan Hsu, Guoan Wang, Feng Liu, Fang-Ming Hung, Chenwei Wu, Liyue Shen. 6th author
    MedAction: Towards Active Multi-turn Clinical Diagnostic LLMs.
    Conference on Language Modeling (COLM), 2026.
    * Equal contribution.
    [Paper]
  4. Chia-Hsuan Hsu, Jui-Ming Yao. 1st author
    Learning to Refine Hidden States for Reliable LLM Reasoning.
    arXiv preprint.
    [Paper] [Code]
  5. Pin-Yen Chiu*, Dai-Jie Wu*, Po-Hsun Chu, Chia-Hsuan Hsu, Hsiang-Chen Chiu, Chih-Yu Wang, Jun-Cheng Chen. 3rd author
    StyleDiT: A Unified Framework for Diverse Child and Partner Faces Synthesis with Style Latent Diffusion Transformer.
    IEEE International Conference on Automatic Face and Gesture Recognition (FG), 2026.
    * Equal contribution.
    [Paper]
  6. Chia-Hsuan Hsu, Jun-En Ding, Hsin-Ling Hsu, Chih-Ho Hsu, Li-Hung Yao, Chun-Chieh Liao, Feng Liu, Fang-Ming Hung. 1st author
    RPRO: Ranked Preference Reinforcement Optimization for Enhancing Medical QA and Diagnostic Reasoning.
    Conference on Neural Information Processing Systems (NeurIPS) Workshop 2025.
    [Paper] [Poster]
  7. Chia-Hsuan Hsu, Hsin-Chun Lin, Sin-Ye Jhong, Hui-Che Hsu, Ming-Xian Hong, Yung-Yao Chen. 1st author
    VSTFusion-VO: Monocular Visual Odometry with Video Swin Transformer Multimodal Fusion.
    International Conference on Advanced Robotics and Intelligent Systems (ARIS), 2025.
    Best Conference Paper Award: Honorary Mention.
    [Paper] [Code]

Under Review / Ongoing Work

  1. Jun-En Ding, Yung Wei Shueh, Li-Hung Yao, Zhi-Jie Chen, Chia-Hsuan Hsu, Shihao Yang, Chenwei Wu, Pengfei Hu, Feng Liu, Fang-Ming Hung, Liqin Wang. 5th author
    Hierarchical Adaptive Retrieval and Planning for Multi-Specialty Clinical Assessment Generation from Heterogeneous EHRs.
    (Under Review)
  2. Encoding Is a Data Plane: GPU-Resident State Preparation for Simulator-Based Quantum Machine Learning.
    (Ongoing Work on Apache Mahout QDP)