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20182026
most citedAnalysis of the Generalization Error: Empirical Risk Minimization over Deep Artificial Neural Networks Overcomes the Curse of Dimensionality in the Numerical Approximation of Black-Scholes Partial Differential Equations

150 citations · 323 across the 10 of their papers we have counts for

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cs.LG2021★ 131 cited

The Modern Mathematics of Deep Learning

Julius Berner, Philipp Grohs, Gitta Kutyniok +1

We describe the new field of mathematical analysis of deep learning. This field emerged around a list of research questions that were not answered within the classical framework of…