_The Princeton Companion to Mathematics_ is the closest thing to what you're looking for that I know of.

I have a copy, and it's wonderful for looking up common topics in mathematics. The problem is that math is so enormous as a field that you'd essentially have to print and bind every journal article ever written to truly encompass all of the current mathematical knowledge.