Publications

  1. arxiv
    Geometric Generalization of Neural Operators from Kernel Integral Perspective
    Mingyu Han*, Daniel Zhengyu Huang*, Yuhan Wang*, Yanshu Zhang*, Jiayi Zhou*,
    PDF  Submitted

  2. NeurIPS
    Boundary-Augmented Neural Operators for Better Generalization to Unseen Geometries
    Jiayi Zhou, Valentin Duruisseaux, Daniel Zhengyu Huang, Anima Anandkumar
    AI4Science Workshop at the Annual Conference on Neural Information Processing Systems, 2025
    PDF Code  Accepted

  3. CMAME
    Point Cloud Neural Operator for Parametric PDEs on Complex and Variable Geometries
    Chenyu Zeng*, Yanshu Zhang*, Jiayi Zhou* , Yuhan Wang, Zilin Wang, Yuhao Liu, Lei Wu, Daniel Zhengyu Huang
    Computer Methods in Applied Mechanics and Engineering, 2025
    PDF Code  Accepted

    4. * denotes equal contribution