The Longest Path Problem involves finding the maximum length path between two vertices in a weighted graph, without repeating any vertices. It is an NP-hard problem, making it computationally challenging to solve for large graphs, unlike its counterpart, the Shortest Path Problem, which is efficiently solvable in polynomial time for many graph classes.