Negative cycle detection is a crucial component in graph algorithms, particularly for identifying cycles in a weighted graph where the sum of the edge weights is negative. Detecting these cycles is essential for problems involving shortest paths, as the presence of a negative cycle means that the shortest path problem does not have a well-defined solution.