Given an array of N integer such that only one integer is repeated. Find the repeated integer in O(n) time and constant space. There is no range for the value of integers or
If the range of the integers is bounded, you can perform a counting sort variant in O(n) time. The space complexity is O(k) where k is the upper bound on the integers(*), but that's a constant, so it's O(1).
If the range of the integers is unbounded, then I don't think there's any way to do this, but I'm not an expert at complexity puzzles.
(*) It's O(k) since there's also a constant upper bound on the number of occurrences of each integer, namely 2.
In the case where the entries are bounded by the length of the array, then you can check out Find any one of multiple possible repeated integers in a list and the O(N) time and O(1) space solution.
The generalization you mention is discussed in this follow up question: Algorithm to find a repeated number in a list that may contain any number of repeats and the O(n log^2 n) time and O(1) space solution.