Here we bring together advances on the reverse hierarchy theory of perceptual learning (Ahissar and Hochstein, 2004) and the metamodal hypothesis of brain organization (Pascual-Leone and Hamilton, 2001) to provide a behavioral and neural explanation of visual, auditory, and multisensory perceptual learning