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Zuowei Shen

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Interpolation, Approximation and Controllability of Deep Neural Networks

Sep 12, 2023
Jingpu Cheng, Qianxiao Li, Ting Lin, Zuowei Shen

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On the Universal Approximation Property of Deep Fully Convolutional Neural Networks

Nov 25, 2022
Ting Lin, Zuowei Shen, Qianxiao Li

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Deep Neural Network Approximation of Invariant Functions through Dynamical Systems

Aug 18, 2022
Qianxiao Li, Ting Lin, Zuowei Shen

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Neural Network Architecture Beyond Width and Depth

May 19, 2022
Zuowei Shen, Haizhao Yang, Shijun Zhang

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IAE-Net: Integral Autoencoders for Discretization-Invariant Learning

Mar 30, 2022
Yong Zheng Ong, Zuowei Shen, Haizhao Yang

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ReLU Network Approximation in Terms of Intrinsic Parameters

Nov 15, 2021
Zuowei Shen, Haizhao Yang, Shijun Zhang

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Deep Network Approximation: Achieving Arbitrary Accuracy with Fixed Number of Neurons

Jul 07, 2021
Zuowei Shen, Haizhao Yang, Shijun Zhang

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Deep Network Approximation With Accuracy Independent of Number of Neurons

Jul 06, 2021
Zuowei Shen, Haizhao Yang, Shijun Zhang

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Optimal Approximation Rate of ReLU Networks in terms of Width and Depth

Feb 28, 2021
Zuowei Shen, Haizhao Yang, Shijun Zhang

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