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Learning from the value of your mistakes: evidence for a risk-sensitive process in movement adaptation

机译:从错误的价值中学习:运动适应中风险敏感过程的证据

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摘要

Risk frames nearly every decision we make. Yet, remarkably little is known about whether risk influences how we learn new movements. Risk-sensitivity can emerge when there is a distortion between the absolute magnitude (actual value) and how much an individual values (subjective value) a given outcome. In movement, this translates to the difference between a given movement error and its consequences. Surprisingly, how movement learning can be influenced by the consequences associated with an error is not well-understood. It is traditionally assumed that all errors are created equal, i.e., that adaptation is proportional to an error experienced. However, not all movement errors of a given magnitude have the same subjective value. Here we examined whether the subjective value of error influenced how participants adapted their control from movement to movement. Seated human participants grasped the handle of a force-generating robotic arm and made horizontal reaching movements in two novel dynamic environments that penalized errors of the same magnitude differently, changing the subjective value of the errors. We expected that adaptation in response to errors of the same magnitude would differ between these environments. In the first environment, Stable, errors were not penalized. In the second environment, Unstable, rightward errors were penalized with the threat of unstable, cliff-like forces. We found that adaptation indeed differed. Specifically, in the Unstable environment, we observed reduced adaptation to leftward errors, an appropriate strategy that reduced the chance of a penalizing rightward error. These results demonstrate that adaptation is influenced by the subjective value of error, rather than solely the magnitude of error, and therefore is risk-sensitive. In other words, we may not simply learn from our mistakes, we may also learn from the value of our mistakes.
机译:风险几乎构成了我们所做的每个决策。然而,关于风险是否影响我们学习新动作的方式知之甚少。当绝对大小(实际值)与给定结果的单个值(主观值)之间存在偏差时,就会出现风险敏感性。在运动中,这转化为给定运动误差及其后果之间的差异。出人意料的是,如何很好地理解运动学习如何受到错误相关后果的影响。传统上假设所有错误的产生均相等,即适应与经历的错误成比例。但是,并非所有给定大小的运动误差都具有相同的主观值。在这里,我们检查了错误的主观价值是否影响参与者如何适应运动之间的控制。坐着的人类参与者抓住了产生力的机械臂的手柄,并在两个新颖的动态环境中进行水平移动,这些动态环境对相同幅度的误差进行不同程度的惩罚,从而改变了误差的主观价值。我们预期在这些环境下,针对相同大小错误的适应将有所不同。在第一个环境“稳定”中,错误不会受到惩罚。在第二种环境中,不稳定,向右的错误因不稳定的悬崖状力量的威胁而受到惩罚。我们发现适应的确不同。具体而言,在不稳定的环境中,我们观察到对左向错误的适应性降低,这是一种适当的策略,可减少惩罚右向错误的机会。这些结果表明,适应受错误的主观价值的影响,而不仅受错误幅度的影响,因此适应风险。换句话说,我们不仅可以从错误中学习,还可以从错误的价值中学习。

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