In this paper, we shed light on the memory-dependence of 1-electron reduced density matrices derived from time-dependent configuration interaction (TDCI). Though time-dependent density functional theory has established that the 1-electron reduced density possesses memory-dependence, the precise nature of this memory-dependence has not been understood. We derive a symmetry/constraint-preserving method to propagate reduced TDCI electron density matrices.