no code implementations • 7 Mar 2024 • Songtao Tian, Zixiong Yu
Deep Residual Neural Networks (ResNets) have demonstrated remarkable success across a wide range of real-world applications.
no code implementations • 29 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.
no code implementations • 4 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 $\mathbb S^{d}$.