Abstract: The dependence on initial conditions of thermal production rates for photons and dileptons in the quark-gluon plasma is discussed. We also consider using these signals to experimentally determine plasma initial conditions. Based on the chemical rate equations of Biro et al., we show that later emissions in the thermal expansion conceal information about the initial conditions in the region of low p_T and M, making determination of initial conditions difficult.