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Really like this post. I had actually come to a very basic version of some of thus but not nearly as in-depth. Essentially it was realizing the Relu-Activated MLPs could be modeled as c-semirings and thus an information algebra. Some of the very basic concepts of superposition seemed to fall out of that. Would love to relate the work you guys have done to that, as your framework seems to answer some very deep questions.