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I have never thought much about reversibility. Do humans make heavy use of reversible processes? And what is the relation between cross entropy and reversibility?

Do you count gradient descent as a blackbox optimization, and isn't backpropagation guided by gradient (at least in ANN)?

Care to elaborate how did you get to the formula O(1/sqrt(n))?