Oldies but goldies: A. Barron, Universal Approximation Bounds for Superpositions of a Sigmoidal Function, 1993. Proves that 1 hidden layer perceptrons break the curse of dimensionality to approximate a class of smooth functions. en.wikipedia.org/wiki/Universal en.wikipedia.org/wiki/Multilaye
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