Supervised learning is argmin in hypothesis space of model architecture

If supervised learning is formalized through argmin of empirical risk, then the hypothesis space usually consists of the set of all possible parameter configurations of a neural network with a fixed architecture. However, brain is not fixed in architecture, adult neurogenesis is a thing.