Existence, uniqueness, and convergence rates for gradient flows in the training of artificial neural networks with ReLU activation
Eberle, Simon; Jentzen, Arnulf; Riekert, Adrian; Weiss, Georg S.
Research article (journal) | Peer reviewedDetails about the publication
Journal: Electronic Research Archive (Electron. Res. Arch.)
Volume: 31
Issue: 5
Page range: 2519-2554
Status: Published
Release year: 2023 (06/03/2023)
Language in which the publication is written: English
DOI: 10.3934/era.2023128
Link to the full text: http://www.aimspress.com/article/doi/10.3934/era.2023128
Keywords: Deep learning; Artificial intelligence; Optimization; Gradient flow; Kurdyka-Łojasiewicz inequalities
Authors from the University of Münster
| Jentzen, Arnulf | Institute for Analysis and Numerics Professorship for applied mathematics (Prof. Jentzen) |
| Riekert, Adrian | Mathematical Institute |