Formal verification is a pure logic problem. You are making a proof, and a proof is just a demonstration that you can reach a given expression given certain axioms and the rules of formal logic.

You can't just chuck a neural network into the mix because they aren't formally verified to do basically anything beyond matrix multiplication and the fact that they are universal approximators.