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Have general decomposers been formalized?

by Quinn1 min read27th Jun 20205 comments


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Crossposted from the AI Alignment Forum. May contain more technical jargon than usual.

Hi, I'm working on a response to ML projects on IDA focusing on a specific decomposer, and I don't know if someone's formalized what a decomposer is in the general case.

Intuitively, a system is a decomposer if it can take a thing and break it down into sub-things with a specific vision about how the sub-things recombine.

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Why is the literature into reversible encoders/autoencoders/embedding generators not relevant for your specific usecase ?

Give an answer to that it might be easier to recommend stuff.