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首页> 外文期刊>Philosophical Transactions of the Royal Society of London, Series B. Biological Sciences >Cerebral hierarchies: predictive processing, precision and the pulvinar
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Cerebral hierarchies: predictive processing, precision and the pulvinar

机译:脑层次结构:预测处理,精度和关键

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This paper considers neuronal architectures from a computational perspective and asks what aspects of neuroanatomy and neurophysiology can be disclosed by the nature of neuronal computations? In particular, we extend current formulations of the brain as an organ of inference based upon hierarchical predictive coding and consider how these inferences are orchestrated. In other words, what would the brain require to dynamically coordinate and contextualize its message passing to optimize its computational goals? The answer that emerges rests on the delicate (modulatory) gain control of neuronal populations that select and coordinate (prediction error) signals that ascend cortical hierarchies. This is important because it speaks to a hierarchical anatomy of extrinsic (between region) connections that form two distinct classes, namely a class of driving (first-order) connections that are concerned with encoding the content of neuronal representations and a class of modulatory (second-order) connections that establish context in the form of the salience or precision ascribed to content. We explore the implications of this distinction from a formal perspective (using simulations of feature ground segregation) and consider the neurobiological substrates of the ensuing precision-engineered dynamics, with a special focus on the pulvinar and attention.
机译:本文从计算角度考虑了神经元体系结构,并询问神经元计算的本质可以揭示神经解剖学和神经生理学的哪些方面?特别是,我们基于分层预测编码扩展了当前作为推理器官的大脑公式,并考虑了如何组织这些推理。换句话说,大脑需要什么来动态协调和上下文化其消息传递以优化其计算目标?出现的答案取决于对神经元种群的微妙(调制)增益控制,这些神经元种群选择并协调(预测误差)提升皮质层次的信号。这很重要,因为它涉及构成两个不同类别的外部(区域之间)连接的层次结构,即涉及编码神经元表示内容的驱动(一阶)连接类别和调制(二级)连接,以内容的显着性或精确性形式建立上下文。我们从正式的角度(使用特征性地面分离的模拟)探讨这种区别的含义,并考虑随之而来的精密工程动力学的神经生物学底物,特别关注眼球和注意力。

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