AITopics | 2025-draft version

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2025-draft version

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If you are looking for an answer to the question What is Artificial Intelligence? and you only have a minute, then here's the definition the Association for the Advancement of Artificial Intelligence offers on its home page: "the scientific understanding of the mechanisms underlying thought and intelligent behavior and their embodiment in machines."

However, if you are fortunate enough to have more than a minute, then please get ready to embark upon an exciting journey exploring AI (but beware, it could last a lifetime) …

A General Constructive Upper Bound on Shallow Neural Nets Complexity

Hakl, Frantisek, Fojtik, Vit

arXiv.org Machine LearningOct-9-2025

We provide an upper bound on the number of neurons required in a shallow neural network to approximate a continuous function on a compact set with a given accuracy. This method, inspired by a specific proof of the Stone-Weierstrass theorem, is constructive and more general than previous bounds of this character, as it applies to any continuous function on any compact set.

2025-draft version, constructive upper bound, prague, (13 more...)

arXiv.org Machine Learning

2510.06372

Country:

Europe > Czechia > Prague (0.08)
Europe > Germany > North Rhine-Westphalia > Upper Bavaria > Munich (0.04)

Genre: Research Report (0.40)

Technology: Information Technology > Artificial Intelligence > Machine Learning > Neural Networks (1.00)

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