Oldies but goldies: G. Cybenko, Approximations by superpositions of sigmoidal functions, 1989. Proves that a 1 hidden layer perceptron can approximate arbitrary continuous functions using a large enough number of neutrons. en.wikipedia.org/wiki/Universal en.wikipedia.org/wiki/Multilaye
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