Large-scale interactions in predictive processing: oscillatory versus transient dynamics.

IF 16.7 1区 心理学 Q1 BEHAVIORAL SCIENCES
Martin Vinck, Cem Uran, Jarrod R Dowdall, Brian Rummell, Andres Canales-Johnson
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引用次数: 0

Abstract

How do the two main types of neural dynamics, aperiodic transients and oscillations, contribute to the interactions between feedforward (FF) and feedback (FB) pathways in sensory inference and predictive processing? We discuss three theoretical perspectives. First, we critically evaluate the theory that gamma and alpha/beta rhythms play a role in classic hierarchical predictive coding (HPC) by mediating FF and FB communication, respectively. Second, we outline an alternative functional model in which rapid sensory inference is mediated by aperiodic transients, whereas oscillations contribute to the stabilization of neural representations over time and plasticity processes. Third, we propose that the strong dependence of oscillations on predictability can be explained based on a biologically plausible alternative to classic HPC, namely dendritic HPC.

预测处理中的大规模交互作用:振荡与瞬时动态。
神经动态的两大类型--非周期性瞬态和振荡--是如何促进感觉推理和预测处理中前馈(FF)和反馈(FB)通路之间的相互作用的?我们从三个理论角度展开讨论。首先,我们对伽马节律和阿尔法/贝塔节律在经典的分层预测编码(HPC)中分别通过介导前馈和反馈通信发挥作用的理论进行了批判性评估。其次,我们概述了另一种功能模型,在该模型中,快速感觉推断由非周期性瞬变介导,而振荡则有助于神经表征随时间推移的稳定和可塑性过程。第三,我们提出,振荡对可预测性的强烈依赖性可以基于经典 HPC 的一种生物学上可信的替代方法来解释,即树突 HPC。
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来源期刊
Trends in Cognitive Sciences
Trends in Cognitive Sciences 医学-行为科学
CiteScore
27.90
自引率
1.50%
发文量
156
审稿时长
6-12 weeks
期刊介绍: Essential reading for those working directly in the cognitive sciences or in related specialist areas, Trends in Cognitive Sciences provides an instant overview of current thinking for scientists, students and teachers who want to keep up with the latest developments in the cognitive sciences. The journal brings together research in psychology, artificial intelligence, linguistics, philosophy, computer science and neuroscience. Trends in Cognitive Sciences provides a platform for the interaction of these disciplines and the evolution of cognitive science as an independent field of study.
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