Timing over tuning: overcoming the shortcomings of a line attractor during a working memory task. Academic Article uri icon

Overview

abstract

  • How the brain stores information about a sensory stimulus in working memory is not completely known. Clues about the mechanisms responsible for working memory can be gleaned by recording from neurons during the performance of a delayed response task. I focus on the data recorded during such an experiment, a classic tactile discrimination task. I describe how the observed variability in the firing rate during a trial suggests that the type of attractor that is responsible for holding the stimulus information is not a fixed-point type attractor. I propose an alternate mechanism to a line attractor that allows the network to hold the value of an analog stimulus variable for the duration of the delay period, but rather than maintain a constant level of activity, the cells' firing rate varies throughout the delay period. I describe how my proposed mechanism offers a substantial advantage over a line attractor: The tuning requirements of cell to cell connections are greatly eased from that of a line attractor. To accommodate a change in the length of the delay period, I show that the network can be altered by changing a single parameter--the timing of an executive signal that originates outside of the network. To demonstrate the mechanism, as well as the tuning benefits, I use a well known model of propagation in neuronal networks.

publication date

  • January 30, 2014

Research

keywords

  • Memory, Short-Term
  • Models, Neurological

Identity

PubMed Central ID

  • PMC3907287

Scopus Document Identifier

  • 84896736440

Digital Object Identifier (DOI)

  • 10.1371/journal.pcbi.1003437

PubMed ID

  • 24499929

Additional Document Info

volume

  • 10

issue

  • 1