In this chapter, we present results on central limit theorems for random Toeplitz-type quadratic functionals of stationary processes. The underlying processes are either Gaussian or linear processes with memory, defined in discrete or continuous time. As applications, we provide Berry-Esséen bounds, as well as large and moderate deviation results for these functionals.