Felix Voigtlaender

Approximation Spaces of Deep Neural Networks

Rémi Gribonval, Gitta Kutyniok, Morten Nielsen et al. · Constructive Approximation · 2021 · 72 citations · Full text

Engineering, Machine Learning, Approximation Spaces +5

The universal approximation theorem for complex-valued neural networks

Felix Voigtlaender · Applied and Computational Harmonic Analysis · 2022 · 58 citations

Evolving Neural Network, Engineering, Machine Learning +4

Embedding theorems for decomposition spaces with applications to wavelet coorbit spaces

Felix Voigtlaender, Holger Rauhut, Hans G. Feichtinger et al. · RWTH Publications (RWTH Aachen) · 2016 · 32 citations · Full text

Proof of the Theory-to-Practice Gap in Deep Learning via Sampling Complexity bounds for Neural Network Approximation Spaces

Philipp Grohs, Felix Voigtlaender · Foundations of Computational Mathematics · 2023 · 32 citations · Full text

Approximation spaces of deep neural networks

Rémi Gribonval, Gitta Kutyniok, Morten Nielsen et al. · VBN Forskningsportal (Aalborg Universitet) · 2019 · 31 citations · Full text