I get it, cross validation works. I'm wondering if there is an literature out there giving any theoretical justification for cross validation. My thought is that there should be, at least, something like the central limit theorem. Any pointers to literature, or comments are most welcome. Thanks.
A quick search on Google Scholar produced quite a few papers. Here are two of the most highly cited ones: