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Neural representation of time in cortico-basal ganglia circuits

机译:皮质基底神经节回路中时间的神经表示

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摘要

Encoding time is universally required for learning and structuring motor and cognitive actions, but how the brain keeps track of time is still not understood. We searched for time representations in cortico-basal ganglia circuits by recording from thousands of neurons in the prefrontal cortex and striatum of macaque monkeys performing a routine visuomotor task. We found that a subset of neurons exhibited time-stamp encoding strikingly similar to that required by models of reinforcement-based learning: They responded with spike activity peaks that were distributed at different time delays after single task events. Moreover, the temporal evolution of the population activity allowed robust decoding of task time by perceptron models. We suggest that time information can emerge as a byproduct of event coding in cortico-basal ganglia circuits and can serve as a critical infrastructure for behavioral learning and performance.
机译:学习和构造运动和认知行为通常需要编码时间,但是大脑如何跟踪时间仍不清楚。我们通过记录猕猴的额叶皮层和纹状体中成千上万的神经元,记录它们执行常规的视觉运动任务,从而在皮质基底神经节回路中搜索时间表示。我们发现,神经元的一个子集表现出与基于增强学习的模型所需的时间戳编码惊人相似:它们以单个任务事件后以不同时间延迟分布的峰值活动峰值作为响应。此外,人口活动的时间演变允许感知器模型对任务时间进行鲁棒的解码。我们建议时间信息可以作为皮质基底神经节回路中事件编码的副产品出现,并且可以用作行为学习和表现的关键基础设施。

著录项

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  • 作者单位

    Department of Physics, Pennsylvania State University, 104 Davey Laboratory, PMB 206, University Park, PA 16802;

    Laboratory for Adaptive Intelligence, Brain Science Institute, RIKEN, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan;

    Department of Brain and Cognitive Sciences and the McGovern Institute for Brain Research, Massachusetts Institute of Technology, 43 Vassar Street, 46-6133, Cambridge, MA 02139;

  • 收录信息 美国《科学引文索引》(SCI);美国《生物学医学文摘》(MEDLINE);美国《化学文摘》(CA);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    population encoding; TD learning; time-stamped representation;

    机译:人口编码TD学习;时间戳表示;
  • 入库时间 2022-08-18 00:42:07

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