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Would it be possible to apply the kind of reasoning you used to a discretization of space also? One could imagine starting with a convolutional neural network that is also a residu…

Actually, if you send a physical system which encodes N quantum bits you can send up to 2N classical bits. (check out https://en.wikipedia.org/wiki/Superdense_coding )