The Kernighan-Lin Algorithm is a heuristic for partitioning a graph into two subsets of equal size while minimizing the sum of the weights of the edges that are cut. It is widely used in applications such as circuit layout and network design due to its efficiency in finding near-optimal solutions for large graphs.