1. A method for parallel imaging with temporal sensitivity in magnetic resonance reconstruction, the method comprising: acquiring, with multiple coils, magnetic resonance data for parallel imaging over multiple phases of a physiological cycle, the magnetic resonance data representing a dynamic interior region of a patient; performing, for each of the multiple coils and each phase, an initial reconstruction; temporally filtering the initial reconstructions for each of the multiple coils; estimating a coil sensitivity for each of the multiple coils at each of the multiple phases from results of the temporally filtering; solving a non-linear reconstruction for each of the phases as a function of the coil sensitivities and the magnetic resonance data; and generating, from an output of the solving, a sequence of images representing the dynamic interior region.