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arXiv:2203.08890cs.LG

The Mathematics of Artificial Intelligence

Gitta Kutyniok

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Abstract

We currently witness the spectacular success of artificial intelligence in both science and public life. However, the development of a rigorous mathematical foundation is still at an early stage. In this survey article, which is based on an invited lecture at the International Congress of Mathematicians 2022, we will in particular focus on the current "workhorse" of artificial intelligence, namely deep neural networks. We will present the main theoretical directions along with several exemplary results and discuss key open problems.

arXiv comments
16 pages, 7 figures
Journal reference
DOI
Subjects
cs.LGMachine Learning math.HOHistory and Overview stat.MLMachine Learning (Statistics)

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Linked by 1 identifiable commenter in 1 comment across 1 thread, from Apr 2022 to Apr 2022. Found in 2 HN submissions from Mar 2022 to Apr 2022. Open submission discussions.

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