Floyd's Cycle-Finding Algorithm, also known as the Tortoise and Hare algorithm, is an efficient method for detecting cycles in a sequence of values, such as linked lists, using two pointers moving at different speeds. This algorithm operates in O(n) time complexity and O(1) space complexity, making it optimal for cycle detection in various computational structures.