Using neural networks to break cryptosystems

Hi guys, I’ve always had this idea in my head and now (after watching Silicon Valley) I’m more interested than ever. So the title is clear, I wonder if it is possible to train a neural network to break something like a hash function or an encryption function (maybe give a number + plain text and do a key recovery I know not). on the one hand, a neural network should (in theory) be able to represent any function, but on the other, hash functions give outputs without correlation to their input and neural networks are good at finding patterns. I have not found much on the internet. What do you think?

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