Clone-structured graph representations enable flexible learning and vicarious evaluation of cognitive maps
Higher-order sequence learning using a structured graph representation - clone-structured cognitive graphs (CSCG) – can explain how the hippocampus learns cognitive maps. CSCG provides novel explanations for transferable schemas and transitive inference in the hippocampus, and for how place cells, s...
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Nature Portfolio
2021
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oai:doaj.org-article:d14e717d3a464bdd87d0683bd9f474ec2021-12-02T17:33:34ZClone-structured graph representations enable flexible learning and vicarious evaluation of cognitive maps10.1038/s41467-021-22559-52041-1723https://doaj.org/article/d14e717d3a464bdd87d0683bd9f474ec2021-04-01T00:00:00Zhttps://doi.org/10.1038/s41467-021-22559-5https://doaj.org/toc/2041-1723Higher-order sequence learning using a structured graph representation - clone-structured cognitive graphs (CSCG) – can explain how the hippocampus learns cognitive maps. CSCG provides novel explanations for transferable schemas and transitive inference in the hippocampus, and for how place cells, splitter cells, lap-cells and a variety of phenomena emerge from the same set of fundamental principles.Dileep GeorgeRajeev V. RikhyeNishad GothoskarJ. Swaroop GuntupalliAntoine DedieuMiguel Lázaro-GredillaNature PortfolioarticleScienceQENNature Communications, Vol 12, Iss 1, Pp 1-17 (2021) |
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Science Q Dileep George Rajeev V. Rikhye Nishad Gothoskar J. Swaroop Guntupalli Antoine Dedieu Miguel Lázaro-Gredilla Clone-structured graph representations enable flexible learning and vicarious evaluation of cognitive maps |
description |
Higher-order sequence learning using a structured graph representation - clone-structured cognitive graphs (CSCG) – can explain how the hippocampus learns cognitive maps. CSCG provides novel explanations for transferable schemas and transitive inference in the hippocampus, and for how place cells, splitter cells, lap-cells and a variety of phenomena emerge from the same set of fundamental principles. |
format |
article |
author |
Dileep George Rajeev V. Rikhye Nishad Gothoskar J. Swaroop Guntupalli Antoine Dedieu Miguel Lázaro-Gredilla |
author_facet |
Dileep George Rajeev V. Rikhye Nishad Gothoskar J. Swaroop Guntupalli Antoine Dedieu Miguel Lázaro-Gredilla |
author_sort |
Dileep George |
title |
Clone-structured graph representations enable flexible learning and vicarious evaluation of cognitive maps |
title_short |
Clone-structured graph representations enable flexible learning and vicarious evaluation of cognitive maps |
title_full |
Clone-structured graph representations enable flexible learning and vicarious evaluation of cognitive maps |
title_fullStr |
Clone-structured graph representations enable flexible learning and vicarious evaluation of cognitive maps |
title_full_unstemmed |
Clone-structured graph representations enable flexible learning and vicarious evaluation of cognitive maps |
title_sort |
clone-structured graph representations enable flexible learning and vicarious evaluation of cognitive maps |
publisher |
Nature Portfolio |
publishDate |
2021 |
url |
https://doaj.org/article/d14e717d3a464bdd87d0683bd9f474ec |
work_keys_str_mv |
AT dileepgeorge clonestructuredgraphrepresentationsenableflexiblelearningandvicariousevaluationofcognitivemaps AT rajeevvrikhye clonestructuredgraphrepresentationsenableflexiblelearningandvicariousevaluationofcognitivemaps AT nishadgothoskar clonestructuredgraphrepresentationsenableflexiblelearningandvicariousevaluationofcognitivemaps AT jswaroopguntupalli clonestructuredgraphrepresentationsenableflexiblelearningandvicariousevaluationofcognitivemaps AT antoinededieu clonestructuredgraphrepresentationsenableflexiblelearningandvicariousevaluationofcognitivemaps AT miguellazarogredilla clonestructuredgraphrepresentationsenableflexiblelearningandvicariousevaluationofcognitivemaps |
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1718379967733039104 |