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Found 476 Documents (Results 1–100)

Gradient descent on infinitely wide neural networks: global convergence and generalization. (English) Zbl 07822598

Beliaev, Dmitry (ed.) et al., International congress of mathematicians 2022, ICM 2022, Helsinki, Finland, virtual, July 6–14, 2022. Volume 7. Sections 15–20. Berlin: European Mathematical Society (EMS). 5398-5419 (2023).
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A mathematical perspective of machine learning. (English) Zbl 07821730

Beliaev, Dmitry (ed.) et al., International congress of mathematicians 2022, ICM 2022, Helsinki, Finland, virtual, July 6–14, 2022. Volume 2. Plenary lectures. Berlin: European Mathematical Society (EMS). 914-954 (2023).
MSC:  68-06 68T05 68Q32
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A proof that artificial neural networks overcome the curse of dimensionality in the numerical approximation of Black-Scholes partial differential equations. (English) Zbl 07679303

Memoirs of the American Mathematical Society 1410. Providence, RI: American Mathematical Society (AMS) (ISBN 978-1-4704-5632-0/pbk; 978-1-4704-7448-5/ebook). v, 93 p. (2023).
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