Since NIPS grew from ~2500 to ~3300 submissions year on year, I would expect about a quarter of reviewers and authors to be inexperienced.
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what about researchers/reviewers coming in from adjacent areas of maths and cs?
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True...same happens in more mature areas e.g. control systems theory
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And as a reviewer, expect first time submissions.