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      What Is a Cognitive Map? Organizing Knowledge for Flexible Behavior.

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          Abstract

          It is proposed that a cognitive map encoding the relationships between entities in the world supports flexible behavior, but the majority of the neural evidence for such a system comes from studies of spatial navigation. Recent work describing neuronal parallels between spatial and non-spatial behaviors has rekindled the notion of a systematic organization of knowledge across multiple domains. We review experimental evidence and theoretical frameworks that point to principles unifying these apparently disparate functions. These principles describe how to learn and use abstract, generalizable knowledge and suggest that map-like representations observed in a spatial context may be an instance of general coding mechanisms capable of organizing knowledge of all kinds. We highlight how artificial agents endowed with such principles exhibit flexible behavior and learn map-like representations observed in the brain. Finally, we speculate on how these principles may offer insight into the extreme generalizations, abstractions, and inferences that characterize human cognition.

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          Author and article information

          Journal
          Neuron
          Neuron
          Elsevier BV
          1097-4199
          0896-6273
          October 24 2018
          : 100
          : 2
          Affiliations
          [1 ] Wellcome Centre for Integrative Neuroimaging, Centre for Functional Magnetic Resonance Imaging of the Brain, University of Oxford, John Radcliffe Hospital, Oxford OX3 9DU, UK; Wellcome Centre for Human Neuroimaging, Institute of Neurology, University College London, 12 Queen Square, London WC1N 3BG. Electronic address: behrens@fmrib.ox.ac.uk.
          [2 ] Wellcome Centre for Integrative Neuroimaging, Centre for Functional Magnetic Resonance Imaging of the Brain, University of Oxford, John Radcliffe Hospital, Oxford OX3 9DU, UK.
          [3 ] Wellcome Centre for Human Neuroimaging, Institute of Neurology, University College London, 12 Queen Square, London WC1N 3BG.
          [4 ] DeepMind, London, UK.
          [5 ] DeepMind, London, UK; Max Planck-UCL Centre for Computational Psychiatry and Ageing Research, University College London, London, UK.
          Article
          S0896-6273(18)30856-0
          10.1016/j.neuron.2018.10.002
          30359611
          79f47fd2-6a58-4616-b7b9-5403b85a514e
          History

          Structure Learning,Decision Making,Generalization,Hippocampal Formation,Inference,Prefrontal Cortex,Reinforcement Learning,Spatial Cognition,Statistical Learning,Cognitive Map

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