Yeah I was thinking about that as I was writing and trying to convey why I feel like deep models are different. I think one way of thinking about it is that protein structure, even though it has lots of parameters, it is all happening within the confines of 3D space. A protein that could move in lots of dimensions at once, could probably reliably fold much more easily, and it would be easy to find this structure.