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  • A Deep Learning Approach for Solving the Inverse Problem of the Wave Equation

    Xiong-Bin Yan, Keke Wu, Zhi-Qin John Xu, Zheng Ma
    2025-06-18
    261 26 Open-access
  • Theory of the Frequency Principle for General Deep Neural Networks

    Tao Luo, Zheng Ma, Zhi-Qin John Xu, Yaoyu Zhang
    2021-08-31
    44541 3626 Pages:484-507
  • Understanding the Initial Condensation of Convolutional Neural Networks

    Zhangchen Zhou, Hanxu Zhou, Yuqing Li, Zhi-Qin John Xu
    2025-05-29
    8142 512 Pages:272-319
  • Phase Diagram of Initial Condensation for Two-Layer Neural Networks

    Zheng-An Chen, Yuqing Li, Tao Luo, Zhangchen Zhou, Zhi-Qin John Xu
    2024-08-02
    23557 1612 Pages:448-514
  • Embedding Principle in Depth for the Loss Landscape Analysis of Deep Neural Networks

    Zhiwei Bai, Tao Luo, Zhi-Qin John Xu, Yaoyu Zhang
    2024-05-20
    21221 1862 Pages:350-389
  • Implicit Bias in Understanding Deep Learning for Solving PDEs Beyond Ritz-Galerkin Method

    Jihong Wang, Zhi-Qin John Xu, Jiwei Zhang, Yaoyu Zhang
    2022-05-30
    38201 3221 Pages:299-317
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