The terms you are using are too vague, and seem disconnected from the reality of these algorithms. How do evolutionary algorithms let you evolve the architectu

The terms you are using are too vague, and seem disconnected from the reality of these algorithms. How do evolutionary algorithms let you evolve the architecture? You define a model space, and explore it stochastically (with different evolutionary strategies). The model space you are exploring is linked to a specific architecture. Regardless, there's also efforts in Deep Learning to automatically learn optimal network architectures ("AutoML").