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Attention and biased competition in multi-voxel object representations

机译:多体素对象表示中的注意和偏向竞争

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摘要

The biased-competition theory accounts for attentional effects at the single-neuron level: It predicts that the neuronal response to simultaneously-presented stimuli is a weighted average of the response to isolated stimuli, and that attention biases the weights in favor of the attended stimulus. Perception, however, relies not on single neurons but on larger neuronal populations. The responses of such populations are in part reflected in large-scale multivoxel fMRI activation patterns. Because the pooling of neuronal responses into blood-oxygen-level-dependent signals is nonlinear, fMRI effects of attention need not mirror those observed at the neuronal level. Thus, to bridge the gap between neuronal responses and human perception, it is fundamental to understand attentional influences in large-scale multivariate representations of simultaneously-presented objects. Here, we ask how responses to simultaneous stimuli are combined in multivoxel fMRI patterns, and how attention affects the paired response. Objects from four categories were presented singly, or in pairs such that each category was attended, unattended, or attention was divided between the two. In a multidimensional voxel space, the response to simultaneously-presented categories was well described as a weighted average. The weights were biased toward the preferred category in category-selective regions. Consistent with single-unit reports, attention shifted the weights by ≈30% in favor of the attended stimulus. These findings extend the biased-competition framework to the realm of large-scale multivoxel brain activations.
机译:偏见竞争理论解释了单神经元水平上的注意效应:它预测对同时出现的刺激的神经元反应是对孤立刺激反应的加权平均值,并且注意力偏向于权重,从而有利于参与刺激。 。然而,知觉并不依赖于单个神经元,而是依赖于更大的神经元群体。这类人群的反应部分反映在大规模多体素fMRI激活模式中。由于将神经元反应汇总为血氧水平依赖性信号是非线性的,因此注意的fMRI效应无需反映在神经元水平观察到的效应。因此,要弥合神经元反应和人类感知之间的鸿沟,了解同时呈现的对象的大规模多元表示中的注意影响是至关重要的。在这里,我们问如何在多体素功能磁共振成像模式中组合对同时刺激的反应,以及注意力如何影响配对反应。来自四个类别的对象被单独或成对呈现,使得每个类别都被出席,无人看管或在两个之间分配注意力。在多维体素空间中,对同时显示的类别的响应被很好地描述为加权平均值。权重偏向类别选择区域中的首选类别。与单一单位的报告一致,注意力转移了约30%的权重,以有利于人为的刺激措施。这些发现将偏见竞争框架扩展到了大规模多体素大脑激活的领域。

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