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Wide and Deep Neural Networks Achieve Optimality for Classification

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Published in 2022 at "Proceedings of the National Academy of Sciences of the United States of America"

DOI: 10.1073/pnas.2208779120

Abstract: While neural networks are used for classification tasks across domains, a long-standing open problem in machine learning is determining whether neural networks trained using standard procedures are consistent for classification, i.e., whether such models minimize… read more here.

Keywords: infinitely wide; neural networks; wide deep; classification ... See more keywords