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Tian-Yi Zhou

2 accepted papers

2023

Approximation and non-parametric estimation of functions over high-dimensional spheres via deep ReLU networks

ICLR 2023poster

We develop a new approximation and estimation analysis of deep feed-forward neural networks (FNNs) with the Rectified Linear Unit (ReLU) activation. The functions of interests for the approximation and estimation are assumed to be from Sobolev spaces defined over the $d$-dimensional unit sphere with…

Cited by 7SourcePDFScholar