I think that the theory is pretty much already clear to people who have a lot of experience with neural networks. I think the contribution is to explicitly writ

I think that the theory is pretty much already clear to people who have a lot of experience with neural networks. I think the contribution is to explicitly write it down in a clear and concise way for people who it wouldn't have otherwise occurred to.