Optimal neural network approximation of smooth compositional functions on sets with low intrinsic dimension

Thomas Nagler, Sophie Langer

We study approximation and statistical learning properties of deep ReLU networks under structural assumptions that mitigate the curse of dimensionality. We prove minimax-optimal un…