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Racial Bias Shapes Social Reinforcement Learning

机译:种族偏见塑造了社会强化学习

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摘要

Both emotional facial expressions and markers of racial-group belonging are ubiquitous signals in social interaction, but little is known about how these signals together affect future behavior through learning. To address this issue, we investigated how emotional (threatening or friendly) in-group and out-group faces reinforced behavior in a reinforcement-learning task. We asked whether reinforcement learning would be modulated by intergroup attitudes (i.e., racial bias). The results showed that individual differences in racial bias critically modulated reinforcement learning. As predicted, racial bias was associated with more efficiently learned avoidance of threatening out-group individuals. We used computational modeling analysis to quantitatively delimit the underlying processes affected by social reinforcement. These analyses showed that racial bias modulates the rate at which exposure to threatening out-group individuals is transformed into future avoidance behavior. In concert, these results shed new light on the learning processes underlying social interaction with racial-in-group and out-group individuals.
机译:情绪面部表情和种族归属标记都是社交互动中普遍存在的信号,但对于这些信号如何通过学习共同影响未来行为知之甚少。为了解决这个问题,我们研究了在强化学习任务中,小组内和小组外的情感(威胁或友好)面对强化行为的方式。我们询问强化学习是否会受到群体间态度(即种族偏见)的调节。结果表明,种族偏见的个体差异严格调节了强化学习。如预料的那样,种族偏见与更有效地学会避免威胁外来群体有关。我们使用计算模型分析来定量界定受社会强化影响的基本过程。这些分析表明,种族偏见调节了威胁外来个体转化为未来回避行为的速度。总之,这些结果为与群体内和群体外的人进行社会互动的学习过程提供了新的思路。

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