“…In COVIS, associations between stimuli and category labels are learned via changes in synaptic strength between pyramidal cells in visual association areas and medium spiny cells in the striatum. A large set of diverse results support this general model (for a review see, e.g., Ashby & Ennis, 2006), including single-cell recording studies in monkeys showing that striatal medium spiny cells develop category-specific responses after extensive categorization training (Merchant, Zainos, Hernandez, Salinas, & Romo, 1997; Romo, Merchant, Ruiz, Crespo, & Zainos, 1995; Romo, Merchant, Zainos, & Hernandez, 1997). Some of the characteristics associated with the neural architecture of the COVIS stimulus-to-label association are roughly consistent with the empirical findings reported here.…”