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The paper Multilayer feedforward networks with a nonpolynomial activation function can approximate any function (by Leshno et al., 1993) provides a theorem claiming this and the (quite long) proof of the theorem in the appendix. After a quick reading, it seems to me that they do not provide a very intuitive explanation of why the non-polynomiality of the (...

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