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How object salience is encoded in the cortex and basal ganglia remains incompletely understood. Here, the authors show that individual prefrontal cortex neurons are jointly sensitive to the memory of value, aversiveness, novelty, and recency of objects, while the substantia nigra reticulata filters out novelty and recency signals but amplifies value and aversive memories.