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  • 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
  • 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
  • Existence, Uniqueness and Energy Scaling of (2+1)-Dimensional Continuum Model for Stepped Epitaxial Surfaces with Elastic Effects

    Ganghua Fan, Tao Luo, Yang Xiang
    2023-04-25
    35030 3132 Pages:419-450
  • Towards an Understanding of Residual Networks Using Neural Tangent Hierarchy (NTH)

    Yuqing Li, Tao Luo, Nung Kwan Yip
    2022-11-07
    293075 3027 Pages:692-760
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