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Lateral recurrence dynamically refines visual representations for task performance

Recurrent connections are pervasive in visual cortex, and visual representations evolve as recurrent processing unfolds. Yet the mechanism underlying this temporal transformation remains poorly understood. To address this question, we trained recurrent convolutional networks on face and object recognition and tested them on a parametric stimulus set in which category, identity, and pose were…

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