How would you do that? Even in cases where there's a standard format, a DOI on every reference, and some giant online library of publication metadata, including everything that only exists in dead tree format, that just lets you check whether the cited work exists, not whether it's actually a relevant thing to cite in the context.
Those are typically things you are familiar with or can easily check.
Fake references are more common in the introduction where you list relevant material to strengthen your results. They often don't change the validity of the claim, but the potential impact or value.
We verify: is the stuff correct, and is it worthy of publication (in the given venue) given that it is correct.
There is still some trust in the authors to not submit made-up-stuff, albeit it is diminishing.