publications

publications by categories in reversed chronological order. Full list is available on my Google Scholar.

2026

  1. ICML 2026
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    Exploring Accurate and Transparent Domain Adaptation in Predictive Healthcare via Concept-Grounded Orthogonal Inference
    Pengfei Hu, Chang Lu, Feifan Liu, and 1 more author
    Accepted by the 43rd International Conference on Machine Learning (ICML), 2026
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  2. IEEE JBHI
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    Bridging Stepwise Lab-Informed Pretraining and Knowledge-Guided Learning for Diagnostic Reasoning
    Pengfei Hu, Chang Lu, Fei Wang, and 1 more author
    IEEE Journal of Biomedical and Health Informatics, 2026
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  3. Elsevier EMS
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    AGFormer: Adaptive Spatiotemporal graph informed transformer for multi-reservoir inflow forecasting
    Ming Fan, Pengfei Hu, Xiaoxue Han, and 4 more authors
    Environmental Modelling & Software, 2026
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2025

  1. arXiv
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    UdonCare: Hierarchy Pruning for Unseen Domain Discovery in Predictive Healthcare
    Pengfei Hu, Xiaoxue Han, Fei Wang, and 1 more author
    arXiv preprint arXiv:2506.06977, 2025
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  2. AAAI 2026 AI4S
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    HydroDCM: Hydrological Domain-Conditioned Modulation for Cross-Reservoir Inflow Prediction
    Pengfei Hu, Ming Fan, Xiaoxue Han, and 3 more authors
    AAAI 2026 AI for Environmental Sciences Workshop (Oral), 2025
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  3. ICDM 2025 DMESS
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    Adaptive Graph Learning with Transformer for Multi-Reservoir Inflow Prediction
    Pengfei Hu, Ming Fan, Xiaoxue Han, and 5 more authors
    ICDM 2025 workshop on Data Mining in Earth System Science, 2025
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  4. EMNLP 2025
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    No Black Boxes: Interpretable and Interactable Predictive Healthcare with Knowledge-Enhanced Agentic Causal Discovery
    Xiaoxue Han, Pengfei Hu, Jun-En Ding, and 3 more authors
    In Findings of the Association for Computational Linguistics: EMNLP 2025, 2025
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  5. ACL 2025 Industry
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    MEDPLAN: A Two-Stage RAG-Based System for Personalized Medical Plan Generation
    Hsin-Ling Hsu, Cong-Tinh Dao, Luning Wang, and 8 more authors
    arXiv preprint arXiv:2503.17900, 2025
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2024

  1. IEEE BigData
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    MPLite: Multi-Aspect Pretraining for Mining Clinical Health Records
    Eric Yang, Pengfei Hu, Xiaoxue Han, and 1 more author
    In 2024 IEEE International Conference on Big Data (BigData), 2024
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