Ultraluminous Infrared Galaxies (ULIRGs) have power outputs rivalling quasars, yet they emit nearly all of their energy in the mid and far-infrared. Both starbursts and dust-enshrouded AGN have been implicated as the power sources in ULIRGs. While rare in the local Universe, ULIRGs may play a dominant role in producing the far-infrared background as well as the star formation energy density at high redshifts. A large spectroscopic survey of 100 ULIRG with redshifts of 0.02 < z < 0.9 has been performed with the Infrared Spectrograph on Spizter over the 5-35micron range. We will present highlights on the major results from this survey, and discuss their implications on models of cosmological galaxy evolution based on the interpretation of recent mid-IR surveys.