Invariant manifolds are geometric structures in dynamical systems that remain unchanged under the system's evolution, providing insight into the system's long-term behavior. They play a crucial role in understanding the stability and bifurcation of solutions, especially in nonlinear systems, by acting as conduits for trajectories in phase space.