The Libraries, particularly the Science Library, collect many books of mathematical and statistical problems.
Springer publishes a series called Problem Books in Mathematics Find paper copies by searching "Series Title begins with" with the search terms Problem books in Mathematics in the Barton catalog Basic search.
Moscow Math Circle: week-by-week Problem Sets