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The flooding effect within machine learning research really does make it hard to sort out the signal from the noise. I read a lot of papers that get more attention in pre-print form than from a journal. On the other hand a lot of pre-print papers end up being a decent read, but do not advance the field or make a solid contribution to the academy.

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