Cellular mechanisms of cooperative context-sensitive predictive inference

Tomáš Marvan , William A. Phillips
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Abstract

We argue that prediction success maximization is a basic objective of cognition and cortex, that it is compatible with but distinct from prediction error minimization, that neither objective requires subtractive coding, that there is clear neurobiological evidence for the amplification of predicted signals, and that we are unconvinced by evidence proposed in support of subtractive coding. We outline recent discoveries showing that pyramidal cells on which our cognitive capabilities depend usually transmit information about input to their basal dendrites and amplify that transmission when input to their distal apical dendrites provides a context that agrees with the feedforward basal input in that both are depolarizing, i.e., both are excitatory rather than inhibitory. Though these intracellular discoveries require a level of technical expertise that is beyond the current abilities of most neuroscience labs, they are not controversial and acclaimed as groundbreaking. We note that this cellular cooperative context-sensitivity greatly enhances the cognitive capabilities of the mammalian neocortex, and that much remains to be discovered concerning its evolution, development, and pathology.

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合作性语境敏感预测推理的细胞机制
我们认为,预测成功率最大化是认知和大脑皮层的基本目标,它与预测错误最小化是一致的,但又是不同的,这两个目标都不需要减法编码,有明确的神经生物学证据表明预测信号会被放大,而且我们不相信支持减法编码的证据。我们概述了最近的一些发现,这些发现表明,我们的认知能力所依赖的锥体细胞通常会向其基底树突传递输入信息,并在向其远端顶端树突输入信息时放大这种传递,这种信息的背景与前馈基底输入一致,都是去极化的,即都是兴奋性的而非抑制性的。尽管这些细胞内发现需要的专业技术水平超出了目前大多数神经科学实验室的能力,但它们并不具有争议性,而且被誉为开创性的发现。我们注意到,这种细胞合作的情境敏感性极大地增强了哺乳动物新皮层的认知能力,而关于它的进化、发展和病理,还有很多东西有待发现。
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