Researcher profile
Patrick Cheridito
2 papers in the PaperMetrix corpus
Publications
Papers by this author
-
Landscape analysis for shallow ReLU neural networks: complete classification of critical points for affine target functions.
2021 · arXiv (Cornell University)
In this paper, we analyze the landscape of the true loss of a ReLU neural network with one hidden layer. We provide a complete classification of the critical points in the case where the target …
-
Deep neural network approximation theory for high-dimensional functions
2021 · arXiv (Cornell University)
The purpose of this article is to develop a machinery to study the capacity of deep neural networks (DNNs) to approximate high-dimensional functions. In particular, we show that DNNs have the expressive power to overcome …