I'd be surprised if NNs come up with a simpler result. At least, not one that has anything close to intuitive results.
That is, yes, sat solvers have a lot of heuristics to speed them up. But, almost by definition, we understand those heuristics do can reason about the answers they give. NNs, however, are notorious for being incredibly opaque. They give his probabilistic answers, but my understanding is we really only trust them probabilistically and can't explain their answers.
That is, yes, sat solvers have a lot of heuristics to speed them up. But, almost by definition, we understand those heuristics do can reason about the answers they give. NNs, however, are notorious for being incredibly opaque. They give his probabilistic answers, but my understanding is we really only trust them probabilistically and can't explain their answers.