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We advocate a shift in emphasis within cognitive neuroscience from multivariate pattern analysis (MVPA) to the design and testing of explicit models of neural representation. With such models, it becomes possible to identify the specific representations encoded in patterns of brain activity and to map them across the brain.Media outlets are reporting that cognitive enhancement is reaching epidemic levels, but evidence is lacking and ethical questions remain. The US Presidential Commission for the Study of Bioethical Issues (Bioethics Co