Literature DB >> 35859653

Competing inhibition-stabilized networks in sensory and memory processing.

Benjamin S Lankow1, Mark S Goldman2.   

Abstract

In simplified models of neocortical circuits, inhibition is either modeled in a feedforward manner or through mutual inhibitory interactions that provide for competition between neuronal populations. By contrast, recent work has suggested a critical role for recurrent inhibition as a negative feedback element that stabilizes otherwise unstable recurrent excitation. Here, we show how models based upon a motif of recurrently connected "E-I" pairs of excitatory and inhibitory units can be used to describe experimental observations in sensory and memory networks. In a sensory network model of binocular rivalry, a model based on competing E-I motifs captures psychophysical observations about how incongruous images presented to the two eyes compete. In a model of cortical working memory, an architecturally similar model with modified synaptic time constants can mathematically accumulate signals into a working memory buffer in a manner that is robust to the abrupt removal of cells. These results suggest the inhibition-stabilized E-I motif as a fundamental building block for models of a wide array of neocortical dynamics.

Entities:  

Keywords:  E-I motif; integrator; memory; negative feedback; neural network; rivalry

Year:  2018        PMID: 35859653      PMCID: PMC9293748          DOI: 10.1109/acssc.2018.8645209

Source DB:  PubMed          Journal:  Conf Rec Asilomar Conf Signals Syst Comput        ISSN: 1058-6393


  32 in total

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Journal:  Vision Res       Date:  2015-03-04       Impact factor: 1.886

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Authors:  Huaixing Wang; George G Stradtman; Xiao-Jing Wang; Wen-Jun Gao
Journal:  Proc Natl Acad Sci U S A       Date:  2008-10-15       Impact factor: 11.205

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Authors:  Sukbin Lim; Mark S Goldman
Journal:  Nat Neurosci       Date:  2013-08-18       Impact factor: 24.884

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