Jihao Long

A spectral-based analysis of the separation between two-layer neural networks and linear methods

2021 · arXiv (Cornell University)

We propose a spectral-based approach to analyze how two-layer neural networks separate from linear methods in terms of approximating high-dimensional functions. We show that quantifying this separation can be reduced to estimating the Kolmogorov width …