Approximation Properties of Deep ReLU CNNs

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Approximation Properties of Deep ReLU CNNs

1 September 2021

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Papers citing "Approximation Properties of Deep ReLU CNNs"

11 / 11 papers shown

Title
Higher Order Approximation Rates for ReLU CNNs in Korobov Spaces Yuwen Li Guozhi Zhang 196 1 0 20 Jan 2025
Deeper or Wider: A Perspective from Optimal Generalization Error with Sobolev Loss Yahong Yang Juncai He AI4CE 223 7 0 31 Jan 2024
Expressivity and Approximation Properties of Deep Neural Networks with ReLU $^k$ Activation Juncai He Tong Mao Jinchao Xu 77 4 0 27 Dec 2023
Balanced Group Convolution: An Improved Group Convolution Based on Approximability Estimates Youngkyu Lee Jongho Park Chang-Ock Lee 27 0 0 19 Oct 2023
MgNO: Efficient Parameterization of Linear Operators via Multigrid Juncai He Xinliang Liu Jinchao Xu 91 25 0 16 Oct 2023
Theoretical Analysis of Inductive Biases in Deep Convolutional Networks Zihao Wang Lei Wu 91 22 0 15 May 2023
FV-MgNet: Fully Connected V-cycle MgNet for Interpretable Time Series Forecasting Jianqing Zhu Juncai He Lian Zhang Jinchao Xu 82 3 0 02 Feb 2023
An Enhanced V-cycle MgNet Model for Operator Learning in Numerical Partial Differential Equations Jianqing Zhu Juncai He Qiumei Huang 85 5 0 02 Feb 2023
Approximation analysis of CNNs from a feature extraction view Jianfei Li Han Feng Ding-Xuan Zhou 84 3 0 14 Oct 2022
Optimal Convergence Rates of Deep Convolutional Neural Networks: Additive Ridge Functions Zhiying Fang Guang Cheng MLT 68 2 0 24 Feb 2022
An Interpretive Constrained Linear Model for ResNet and MgNet Juncai He Jinchao Xu Lian Zhang Jianqing Zhu 81 18 0 14 Dec 2021