The Push-Relabel Algorithm is a method used in network flow theory to find the maximum flow in a flow network by iteratively pushing excess flow to neighboring vertices and adjusting vertex heights to maintain a valid preflow. It is particularly efficient for dense graphs and is based on the preflow-push approach, which differs from traditional augmenting path methods.