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A Neural Population Mechanism for Rapid Learning

机译:快速学习的神经群体机制

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摘要

Long-term learning of language, mathematics, and motor skills likely requires cortical plasticity, but behavior often requires much faster changes, sometimes even after single errors. Here, we propose one neural mechanism to rapidly develop new motor output without altering the functional connectivity within or between cortical areas. We tested corticocortical models relating the activity of hundreds of neurons in the premotor (PMd) and primary motor (M1) cortices throughout adaptation to reaching movement perturbations. We found a signature of learning in the "output-null" subspace of PMd with respect to M1 reflecting the ability of premotor cortex to alter preparatory activity without directly influencing Ml. The output-null subspace planning activity evolved with adaptation, yet the "output-potent" mapping that captures information sent to M1 was preserved. Our results illustrate a population-level cortical mechanism to progressively adjust the output from one brain area to its downstream structures that could be exploited for rapid behavioral adaptation.
机译:语言,数学和运动技能的长期学习可能需要皮质可塑性,但行为往往需要更快的变化,有时甚至在单一错误之后。在这里,我们提出了一种神经机制来快速开发新的电动机输出,而不会改变皮质区域内或之间的功能连接。我们测试了在适应达到运动扰动的过程中,在热球(PMD)和初级电动机(M1)皮质中有数百个神经元的活性相关的皮质皮质模型。我们发现了在PMD的“输出 - 空”子空间中学习的签名,相对于M1,反映了Premotor Cortex改变预备活性而不直接影响ML的能力。输出 - 空子空间规划活动随适度演变,但保留了将发送到M1发送信息的“输出效率”映射。我们的结果说明了人口级皮质机制,以逐步调整从一个脑区域到其下游结构的输出,以便快速行为适应。

著录项

  • 来源
    《Neuron》 |2018年第4期|共20页
  • 作者单位

    Northwestern Univ Dept Biomed Engn Chicago IL 60611 USA;

    Northwestern Univ Dept Physiol Chicago IL 60611 USA;

    Northwestern Univ Dept Biomed Engn Chicago IL 60611 USA;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 神经病学;
  • 关键词

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