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Evolving schema representations in orbitofrontal ensembles during learning

A figure from this studyHot Off the Press – January 3, 2021

Learning what to learn about and generalizing from one situation to another is arguably one of the most fundamental abilities that distinguishes higher intelligence. The effects of the resultant schemas can be seen in simple motor or sensory processing, in which learning one skill facilitates acquisition of another—knowing how to ski helps us learn to snowboard—but they are also evident in experience-based improvements in more abstract problem-solving skills. From buying groceries to planning experiments, we get better at navigating new situations if we have experienced similar ones in the past. Yet despite its ubiquity, we have little insight into the neural basis of this process. Here we address this by showing that using prior knowledge to facilitate learning is accompanied by the evolution of a neural schema in the orbitofrontal cortex. Single units were recorded from rats deploying a schema to learn a succession of odor-sequence problems. With learning, orbitofrontal cortex ensembles converged onto a low-dimensional neural code across both problems and subjects; this neural code represented the common structure of the problems and its evolution accelerated across their learning. These results demonstrate the formation and use of a schema in a prefrontal brain region to support a complex cognitive operation.

Publication Information

Zhou, Jingfeng; Jia, Chunying; Montesinos-Cartagena, Marlian; Gardner, Matthew P H; Zong, Wenhui; Schoenbaum, Geoffrey

Evolving schema representations in orbitofrontal ensembles during learning Journal Article

In: Nature, 2020, ISBN: 1476-4687.

Abstract | Links

@article{Zhou:2020aa,
title = {Evolving schema representations in orbitofrontal ensembles during learning},
author = {Jingfeng Zhou and Chunying Jia and Marlian Montesinos-Cartagena and Matthew P H Gardner and Wenhui Zong and Geoffrey Schoenbaum},
url = {https://pubmed.ncbi.nlm.nih.gov/33361819/},
doi = {10.1038/s41586-020-03061-2},
isbn = {1476-4687},
year = {2020},
date = {2020-01-01},
journal = {Nature},
abstract = {How do we learn about what to learn about? Specifically, how do the neural elements in our brain generalize what has been learned in one situation to recognize the common structure of---and speed learning in---other, similar situations? We know this happens because we become better at solving new problems---learning and deploying schemas1--5---through experience. However, we have little insight into this process. Here we show that using prior knowledge to facilitate learning is accompanied by the evolution of a neural schema in the orbitofrontal cortex. Single units were recorded from rats deploying a schema to learn a succession of odour-sequence problems. With learning, orbitofrontal cortex ensembles converged onto a low-dimensional neural code across both problems and subjects; this neural code represented the common structure of the problems and its evolution accelerated across their learning. These results demonstrate the formation and use of a schema in a prefrontal brain region to support a complex cognitive operation. Our results not only reveal a role for the orbitofrontal cortex in learning but also have implications for using ensemble analyses to tap into complex cognitive functions.},
keywords = {},
pubstate = {published},
tppubtype = {article}
}

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How do we learn about what to learn about? Specifically, how do the neural elements in our brain generalize what has been learned in one situation to recognize the common structure of---and speed learning in---other, similar situations? We know this happens because we become better at solving new problems---learning and deploying schemas1--5---through experience. However, we have little insight into this process. Here we show that using prior knowledge to facilitate learning is accompanied by the evolution of a neural schema in the orbitofrontal cortex. Single units were recorded from rats deploying a schema to learn a succession of odour-sequence problems. With learning, orbitofrontal cortex ensembles converged onto a low-dimensional neural code across both problems and subjects; this neural code represented the common structure of the problems and its evolution accelerated across their learning. These results demonstrate the formation and use of a schema in a prefrontal brain region to support a complex cognitive operation. Our results not only reveal a role for the orbitofrontal cortex in learning but also have implications for using ensemble analyses to tap into complex cognitive functions.

Close

  • https://pubmed.ncbi.nlm.nih.gov/33361819/
  • doi:10.1038/s41586-020-03061-2

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