In celebrated paper Clustered integer 3SUM via additive combinatorics by TM Chan and M Lewenstein one of the provided algorithms is the one for preprocessed universe. They were able to provide an algorithm with running time $O(n^{13/7})$ for solving 3-Sum on the subset of the universe of size $n$, assuming some preprocessing was allowed.
What other examples of such algorithms in preprocessed universe do you know?