If so, could an evolving neural network solve any problem given arbitrarily large training inputs and processing time?
Well, you would have to build the network to be Turing-complete.
And yes, given an infinite amount of time and an infinitely powerful computing device they can solve any problem, as long as it is asked properly.
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