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June 3, 20260 citationsOpen Access

Nonlinear feedback modulation contributes to the optimization of flexible decision-making

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XWXuanyu WuYZYang Zhou

Key Points

  • This research aims to explore the relationship between neural processes in decision-making and their behavioral impact in primates.
  • Monkeys performed a flexible decision task while neural activity in the posterior parietal cortex was recorded.
  • Recurrent neural network modeling analyzed feedback connections related to stimuli-response associations.
  • Network dynamics were assessed to evaluate feedback connectivity effects on decision reliability.
  • PPC activity was found to be nonlinearly modulated by saccade choices of the monkeys.
  • Feedback connectivity intensified the attractor basins of population activity, enhancing decision reliability.
  • The interplay of neural processes highlighted the optimization of decision-making through precise feedback mechanisms.

Abstract

Neural activity in the primate brain correlates with both sensory evaluation and action selection aspects of decision-making. However, the intricate interaction between these distinct neural processes and their impact on decision behaviors remains unexplored. Here, we examined the interplay of these decision processes in posterior parietal cortex (PPC) when monkeys performed a flexible decision task. We found that the PPC activity related to monkeys' abstract decisions about visual stimuli was nonlinearly modulated by monkeys' following saccade choices directed outside each neuron's response field. Recurrent neural network modeling indicated that the feedback connections, matching the learned stimuli-response associations during the task, might mediate such feedback modulation. Further analysis on network dynamics revealed that selectivity-specific feedback connectivity intensified the attractor basins of population activity underlying saccade choices, thereby increasing the reliability of flexible decisions. These results highlight an iterative computation between different decision processes, mediated primarily by precise feedback connectivity, contributing to the optimization of flexible decision-making.

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Cite This Study

Wu et al. (2025) studied this question.

synapsesocial.com/papers/6a1fc530dee9eb8c0dce68c7https://doi.org/10.6082/3b91y-wee80
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