Deep Neural Networks Are Effective At Learning High-Dimensional Hilbert-Valued Functions From Limited Data

Ben Adcock, Simone Brugiapaglia, Nick C. Dexter, Sebastian Moraga. Deep Neural Networks Are Effective At Learning High-Dimensional Hilbert-Valued Functions From Limited Data. In Joan Bruna, Jan S. Hesthaven, Lenka Zdeborová, editors, Mathematical and Scientific Machine Learning, 16-19 August 2021, Virtual Conference / Lausanne, Switzerland. Volume 145 of Proceedings of Machine Learning Research, pages 1-36, PMLR, 2021. [doi]

Abstract

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