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Answer by user76284 for 2 hidden layers are more powerful than 1

Another paper about a qualitative difference between 1- and 2-hidden layer networks:Neural networks for localized approximation (1994)We prove that feedforward artificial neural networks with a single...

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Answer by user76284 for 2 hidden layers are more powerful than 1

I found the answer to my question in the paper Feedback stabilization using two-hidden-layer nets by E.D. Sontag. From the introduction:It is by now well-known that functions computable by nets with a...

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2 hidden layers are more powerful than 1

When searching for information on choosing the number of hidden layers in a neural network, I have come across the following table mutiple times, including in this answer:| Number of Hidden Layers |...

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