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  • Better Approximations of High Dimensional Smooth Functions by Deep Neural Networks with Rectified Power Units

    Bo Li, Shanshan Tang, Haijun Yu
    2019-12-07
    51826 3403 Pages:379-411
  • Convergence Rate Analysis for Deep Ritz Method

    Chenguang Duan, Yuling Jiao, Yanming Lai, Dingwei Li, Xiliang Lu, Jerry Zhijian Yang
    2022-03-30
    58970 3389 Pages:1020-1048
  • A Rate of Convergence of Physics Informed Neural Networks for the Linear Second Order Elliptic PDEs

    Yuling Jiao, Yanming Lai, Dingwei Li, Xiliang Lu, Fengru Wang, Yang Wang, Jerry Zhijian Yang
    2022-03-30
    51988 3131 Pages:1272-1295
  • Deep Network Approximation Characterized by Number of Neurons

    Zuowei Shen, Haizhao Yang, Shijun Zhang
    2020-11-18
    68957 3646 Pages:1768-1811
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