Assume ascending sorted arrays; descending storage can be accessed in reverse index order without copying. Among entries, the requested rank is in ascending order, not . Repeated values occupy repeated ranks.
Choose entries from the first array and from the second, using their prefixes. The feasible range is . Write , , and similarly at , with missing left endpoints replaced by and missing right endpoints by . These are conceptual sentinels, not extra stored entries.
Use binary search over the feasible values of :
  • If , there are too many entries from on the left; decrease the upper bound to .
  • If , there are too few entries from on the left; increase the lower bound to .
  • Otherwise return .
For correctness, in the last case every left entry is no greater than every right entry, and exactly entries lie on the left. Their maximum is therefore the -th smallest entry. The failed inequalities are monotone in the searched index: increasing raises the boundary and decreases the boundary, so it cannot repair ; the other case is symmetric. A partition of the first entries of a merged ordering supplies an admissible solution, including ties. Each step halves an interval with at most choices, giving running time and auxiliary space. This is a two-sorted-array order statistic without constructing the merged array.