The assignment problem is a fundamental combinatorial optimization problem that involves finding the most efficient way to assign a set of tasks to a set of agents while minimizing the total cost or maximizing the total profit. It is typically solved using algorithms like the Hungarian method, which guarantees an optimal solution in polynomial time for a square cost matrix.