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视觉皮层中的任务相关的递归动力学。

Task-dependent recurrent dynamics in visual cortex.

机构信息

Department of Basic Neuroscience, University of Geneva, Geneva, Switzerland.

JST PRESTO, Japan Science and Technology Agency, Kawaguchi, Japan.

出版信息

Elife. 2017 Jul 24;6:e26868. doi: 10.7554/eLife.26868.

Abstract

The capacity for flexible sensory-action association in animals has been related to context-dependent attractor dynamics outside the sensory cortices. Here, we report a line of evidence that flexibly modulated attractor dynamics during task switching are already present in the higher visual cortex in macaque monkeys. With a nonlinear decoding approach, we can extract the particular aspect of the neural population response that reflects the task-induced emergence of bistable attractor dynamics in a neural population, which could be obscured by standard unsupervised dimensionality reductions such as PCA. The dynamical modulation selectively increases the information relevant to task demands, indicating that such modulation is beneficial for perceptual decisions. A computational model that features nonlinear recurrent interaction among neurons with a task-dependent background input replicates the key properties observed in the experimental data. These results suggest that the context-dependent attractor dynamics involving the sensory cortex can underlie flexible perceptual abilities.

摘要

动物灵活的感觉-动作联想能力与感觉皮质之外的上下文相关吸引子动力学有关。在这里,我们报告了一系列证据,表明在猕猴的高级视觉皮质中,任务切换期间灵活调节的吸引子动力学已经存在。通过非线性解码方法,我们可以提取反映神经群体中任务诱导双稳态吸引子动力学出现的神经群体反应的特定方面,这可能会被 PCA 等标准无监督降维所掩盖。这种动力学调制选择性地增加了与任务需求相关的信息,表明这种调制有利于感知决策。具有神经元之间的非线性递归相互作用以及任务相关背景输入的计算模型复制了在实验数据中观察到的关键特性。这些结果表明,涉及感觉皮质的上下文相关吸引子动力学可以为灵活的感知能力提供基础。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c798/5544435/c062b45196ab/elife-26868-fig1.jpg

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