MLP Can Provably Generalize Much Better than VC-bounds Indicate

Kowalczyk, Adam, Ferrá, Herman L.

Neural Information Processing Systems 

It is also shown that bounds following the true learning curve can be derived from a formalism based on the density of error patterns.

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