GP glancing at the pseudo-code is certainly an efficient way to dismiss an article, but something tells me he missed the crucial sentence in the abstract:

>"We believe this work takes a first step TOWARDS introducing a new family of GRADIENT-FREE learning methods"

I.e. for the time being, authors can't convince themselves not to take advantage of efficient hw for taking gradients

(*Checks that Oxford University is not under sanctions*)