Overview frequency principle/spectral bias in deep learning

ZQJ Xu, Y Zhang, T Luo - Communications on Applied Mathematics and …, 2024 - Springer
Understanding deep learning is increasingly emergent as it penetrates more and more into
industry and science. In recent years, a research line from Fourier analysis sheds light on …

Adaptive estimation of nonparametric functionals

L Liu, R Mukherjee, JM Robins, ET Tchetgen - Journal of Machine …, 2021 - jmlr.org
We provide general adaptive upper bounds for estimating nonparametric functionals based
on second-order U-statistics arising from finite-dimensional approximation of the infinite …