An old question, but thought I'd weigh in with to report that Google seems to be ignoring self-referring pagination canonicals on a news site that I'm working on.

Pages such as /news/page/36/ have themselves as declared canonicals, but Search Console reports that Google is selecting the base page /news/ as the canonical instead.

Would be interested to know if anyone else is seeing that.