Nonlinear neural circuit model accounts for nonhuman primates’ choice behaviour and LIP neuronal activity in perceptual decisions uncoupled from motor actions
Perceptual decision-making has often been studied using sensory-to-motor transformation tasks. Shushruth et al. (2022) showed in a visual motion discrimination task (Fig. A) that neurons in the lateral intraparietal cortex (LIP) of two monkeys exhibited delayed evidence-based responses, activating only upon choice target onset after the motion stimulus (Fig. B-C). The LIP neurons were hypothesised to have retrieved information via short-term memory. However, how this was achieved remains unclear.In this work, we extended the nonlinear mean-field model of Wong and Wang (2006) by incorporating a