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Increasing stimulus similarity drives nonmonotonic representational change in hippocampus

Studies of hippocampal learning have obtained seemingly contradictory results, with manipulations that increase coactivation of memories sometimes leading to differentiation of these memories, but sometimes not. These results could potentially be reconciled using the nonmonotonic plasticity hypothes...

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Detalles Bibliográficos
Autores principales: Wammes, Jeffrey, Norman, Kenneth A, Turk-Browne, Nicholas
Formato: Online Artículo Texto
Lenguaje:English
Publicado: eLife Sciences Publications, Ltd 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8735866/
https://www.ncbi.nlm.nih.gov/pubmed/34989336
http://dx.doi.org/10.7554/eLife.68344
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author Wammes, Jeffrey
Norman, Kenneth A
Turk-Browne, Nicholas
author_facet Wammes, Jeffrey
Norman, Kenneth A
Turk-Browne, Nicholas
author_sort Wammes, Jeffrey
collection PubMed
description Studies of hippocampal learning have obtained seemingly contradictory results, with manipulations that increase coactivation of memories sometimes leading to differentiation of these memories, but sometimes not. These results could potentially be reconciled using the nonmonotonic plasticity hypothesis, which posits that representational change (memories moving apart or together) is a U-shaped function of the coactivation of these memories during learning. Testing this hypothesis requires manipulating coactivation over a wide enough range to reveal the full U-shape. To accomplish this, we used a novel neural network image synthesis procedure to create pairs of stimuli that varied parametrically in their similarity in high-level visual regions that provide input to the hippocampus. Sequences of these pairs were shown to human participants during high-resolution fMRI. As predicted, learning changed the representations of paired images in the dentate gyrus as a U-shaped function of image similarity, with neural differentiation occurring only for moderately similar images.
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spelling pubmed-87358662022-01-07 Increasing stimulus similarity drives nonmonotonic representational change in hippocampus Wammes, Jeffrey Norman, Kenneth A Turk-Browne, Nicholas eLife Neuroscience Studies of hippocampal learning have obtained seemingly contradictory results, with manipulations that increase coactivation of memories sometimes leading to differentiation of these memories, but sometimes not. These results could potentially be reconciled using the nonmonotonic plasticity hypothesis, which posits that representational change (memories moving apart or together) is a U-shaped function of the coactivation of these memories during learning. Testing this hypothesis requires manipulating coactivation over a wide enough range to reveal the full U-shape. To accomplish this, we used a novel neural network image synthesis procedure to create pairs of stimuli that varied parametrically in their similarity in high-level visual regions that provide input to the hippocampus. Sequences of these pairs were shown to human participants during high-resolution fMRI. As predicted, learning changed the representations of paired images in the dentate gyrus as a U-shaped function of image similarity, with neural differentiation occurring only for moderately similar images. eLife Sciences Publications, Ltd 2022-01-06 /pmc/articles/PMC8735866/ /pubmed/34989336 http://dx.doi.org/10.7554/eLife.68344 Text en © 2022, Wammes et al https://creativecommons.org/licenses/by/4.0/This article is distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use and redistribution provided that the original author and source are credited.
spellingShingle Neuroscience
Wammes, Jeffrey
Norman, Kenneth A
Turk-Browne, Nicholas
Increasing stimulus similarity drives nonmonotonic representational change in hippocampus
title Increasing stimulus similarity drives nonmonotonic representational change in hippocampus
title_full Increasing stimulus similarity drives nonmonotonic representational change in hippocampus
title_fullStr Increasing stimulus similarity drives nonmonotonic representational change in hippocampus
title_full_unstemmed Increasing stimulus similarity drives nonmonotonic representational change in hippocampus
title_short Increasing stimulus similarity drives nonmonotonic representational change in hippocampus
title_sort increasing stimulus similarity drives nonmonotonic representational change in hippocampus
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8735866/
https://www.ncbi.nlm.nih.gov/pubmed/34989336
http://dx.doi.org/10.7554/eLife.68344
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