is what this offset B looks like we can know all of these matrices here in close form so you can do different kinds of analyses for example look at the Lipschitz stability two different points in the network based on different inputs but the thing I'm most interested in talking about here is what what are the rows of this a matrix look like because if you think about this what is the output of the deep net right everything up until the the softmax well it's basically just a matrix a multiplied just ignore this typo it's