Literature DB >> 14653503

A working memory model based on fast Hebbian learning.

A Sandberg1, J Tegnér, A Lansner.   

Abstract

Recent models of the oculomotor delayed response task have been based on the assumption that working memory is stored as a persistent activity state (a 'bump' state). The delay activity is maintained by a finely tuned synaptic weight matrix producing a line attractor. Here we present an alternative hypothesis, that fast Hebbian synaptic plasticity is the mechanism underlying working memory. A computational model demonstrates a working memory function that is more resistant to distractors and network inhomogeneity compared to previous models, and that is also capable of storing multiple memories.

Mesh:

Year:  2003        PMID: 14653503

Source DB:  PubMed          Journal:  Network        ISSN: 0954-898X            Impact factor:   1.273


  28 in total

1.  Generalization of learning by synchronous waves: from perceptual organization to invariant organization.

Authors:  David M Alexander; Chris Trengove; Phillip E Sheridan; Cees van Leeuwen
Journal:  Cogn Neurodyn       Date:  2010-12-10       Impact factor: 5.082

2.  Going beyond a mean-field model for the learning cortex: second-order statistics.

Authors:  M T Wilson; Moira L Steyn-Ross; D A Steyn-Ross; J W Sleigh
Journal:  J Biol Phys       Date:  2008-03-18       Impact factor: 1.365

3.  Working Memory: Delay Activity, Yes! Persistent Activity? Maybe Not.

Authors:  Mikael Lundqvist; Pawel Herman; Earl K Miller
Journal:  J Neurosci       Date:  2018-08-08       Impact factor: 6.167

Review 4.  Working Memory 2.0.

Authors:  Earl K Miller; Mikael Lundqvist; André M Bastos
Journal:  Neuron       Date:  2018-10-24       Impact factor: 17.173

5.  A single brief burst induces GluR1-dependent associative short-term potentiation: a potential mechanism for short-term memory.

Authors:  Martha A Erickson; Lauren A Maramara; John Lisman
Journal:  J Cogn Neurosci       Date:  2010-11       Impact factor: 3.225

6.  Gamma and Beta Bursts Underlie Working Memory.

Authors:  Mikael Lundqvist; Jonas Rose; Pawel Herman; Scott L Brincat; Timothy J Buschman; Earl K Miller
Journal:  Neuron       Date:  2016-03-17       Impact factor: 17.173

Review 7.  Is working memory stored along a logarithmic timeline? Converging evidence from neuroscience, behavior and models.

Authors:  Inder Singh; Zoran Tiganj; Marc W Howard
Journal:  Neurobiol Learn Mem       Date:  2018-04-23       Impact factor: 2.877

Review 8.  The neuroscience of working memory capacity and training.

Authors:  Christos Constantinidis; Torkel Klingberg
Journal:  Nat Rev Neurosci       Date:  2016-05-26       Impact factor: 34.870

Review 9.  Neurocognitive Architecture of Working Memory.

Authors:  Johan Eriksson; Edward K Vogel; Anders Lansner; Fredrik Bergström; Lars Nyberg
Journal:  Neuron       Date:  2015-10-07       Impact factor: 17.173

Review 10.  The what, where and how of delay activity.

Authors:  Kartik K Sreenivasan; Mark D'Esposito
Journal:  Nat Rev Neurosci       Date:  2019-08       Impact factor: 34.870

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