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most citedRates of convergence for density estimation with generative adversarial networks

8 citations · 8 across the 6 of their papers we have counts for

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math.NA2022

Simultaneous approximation of a smooth function and its derivatives by deep neural networks with piecewise-polynomial activations

Denis Belomestny, Alexey Naumov, Nikita Puchkin +1

This paper investigates the approximation properties of deep neural networks with piecewise-polynomial activation functions. We derive the required depth, width, and sparsity of a…