In which cases should Genetic Programming be preferred over Artificial Neural Network trained with Genetic Algorithm

Question

I am trying to understand Genetic Programming (GP) but I cannot think of any context where GP can be chosen over training Artificial Neural Networks with genetic algorithms.

• What problems each of them is suitable for?
• In what context we choose one over the other (if it is not personal preference)?