Publications

Selected publications & preprints — scientific machine learning for weather, climate, and dynamical systems.

2026

  1. arXiv
    FAST-ML: A Hybrid Physics-Machine Learning Framework for Tropical Cyclone Intensity Forecasting
    Shijie Xiao, Jonathan Lin, Thomas Ehrmann, and 1 more author
    arXiv preprint arXiv:2609.25505, 2026
    Submitted to Journal of Advances in Modeling Earth Systems (JAMES)
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  2. JGR-MLC
    Physics-Informed Machine Learning for Sub-Seasonal Prediction of Tropical Cyclone Genesis
    Aren Russ, Shijie Xiao, Thomas Ehrmann, and 1 more author
    Journal of Geophysical Research – Machine Learning and Computation, 2026
    Under review
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  3. Preprint
    Physics-based Generative AI for Probabilistic Forecasting of Hurricane-Driven Compound Flooding
    Shijie Xiao and others
    Manuscript in preparation, 2026

2025

  1. M.S. Thesis
    A Computational Framework for Multi-Agent Behavior Analysis: Integrating Geometric Vision Extraction and Social Attention Inference
    Shijie Xiao
    2025