History-dependent variability in population dynamics during evidence accumulation in cortex.

Abstract:

:We studied how the posterior parietal cortex combines new information with ongoing activity dynamics as mice accumulate evidence during a virtual navigation task. Using new methods to analyze population activity on single trials, we found that activity transitioned rapidly between different sets of active neurons. Each event in a trial, whether an evidence cue or a behavioral choice, caused seconds-long modifications to the probabilities that govern how one activity pattern transitions to the next, forming a short-term memory. A sequence of evidence cues triggered a chain of these modifications resulting in a signal for accumulated evidence. Multiple distinguishable activity patterns were possible for the same accumulated evidence because representations of ongoing events were influenced by previous within- and across-trial events. Therefore, evidence accumulation need not require the explicit competition between groups of neurons, as in winner-take-all models, but could instead emerge implicitly from general dynamical properties that instantiate short-term memory.

journal_name

Nat Neurosci

journal_title

Nature neuroscience

authors

Morcos AS,Harvey CD

doi

10.1038/nn.4403

subject

Has Abstract

pub_date

2016-12-01 00:00:00

pages

1672-1681

issue

12

eissn

1097-6256

issn

1546-1726

pii

nn.4403

journal_volume

19

pub_type

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