Nature Communications (Apr 2021)

Clone-structured graph representations enable flexible learning and vicarious evaluation of cognitive maps

  • Dileep George,
  • Rajeev V. Rikhye,
  • Nishad Gothoskar,
  • J. Swaroop Guntupalli,
  • Antoine Dedieu,
  • Miguel Lázaro-Gredilla

DOI
https://doi.org/10.1038/s41467-021-22559-5
Journal volume & issue
Vol. 12, no. 1
pp. 1 – 17

Abstract

Read online

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.