[sago]

Genetic programming using a design grammar (i.e. a hierarchical rule system, like a language grammar) is probably a much more natural fit than neural networks for generating the logos. It's been done before with other domains, including architecture. Using a neural network to learn the evaluation function (i.e. put a number on how 'good' a candidate logo is) in a GP is very possible though.