Functional differential equations are effective tools for mathematical modelling of past dependent real-world processes. The theory of these infinite dimensional dynamical systems is well developed when the incorporated delays are of fixed type. However, in many biological, financial and engineering problems, the inherent memory is time dependent. For these processes, there are different notions of attractivity. In this talk, we present results on the existence of pullback attractors for retarded and neutral equations.