Search Results for author: Zixiong Yu

Found 3 papers, 0 papers with code

Improve Generalization Ability of Deep Wide Residual Network with A Suitable Scaling Factor

no code implementations7 Mar 2024 Songtao Tian, Zixiong Yu

Deep Residual Neural Networks (ResNets) have demonstrated remarkable success across a wide range of real-world applications.

regression

Generalization Ability of Wide Residual Networks

no code implementations29 May 2023 Jianfa Lai, Zixiong Yu, Songtao Tian, Qian Lin

This uniform convergence further guarantees that the generalization error of the residual network converges to that of the kernel regression with respect to the RNTK.

regression

On the Eigenvalue Decay Rates of a Class of Neural-Network Related Kernel Functions Defined on General Domains

no code implementations4 May 2023 Yicheng Li, Zixiong Yu, Guhan Chen, Qian Lin

In this paper, we provide a strategy to determine the eigenvalue decay rate (EDR) of a large class of kernel functions defined on a general domain rather than $\mathbb S^{d}$.

regression

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