I wondered about that, so I went and looked it up. Genetic algorithms have been used to derive weight sets for a fully recurrent single layer net to handle the cart and pole problem, a textbook example of NN in control systems. Its an intriguing idea, but a lot more work to implement than a simple backprop net.
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