In this article, we consider the long-time behavior of solutions for the nonlinear evolution equation with nonlinear damping. Within the theory of process on time-dependent spaces, by using the contractive functions and more detailed estimates, we prove the existence of the time-dependent attractor for the nonlinear evolution equation with critical nonlinearity.