Might mean (unverified): Evolutionary algorithms optimizing neural networks.
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We found 2 dictionaries that define the word neuroevolution:

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  1. neuroevolution: Wiktionary
  2. Neuroevolution: Wikipedia, the Free Encyclopedia

Definitions from Wiktionary (neuroevolution)

noun:  The class of methods for training artificial neural networks with genetic algorithms.

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