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      Computations Underlying Social Hierarchy Learning: Distinct Neural Mechanisms for Updating and Representing Self-Relevant Information

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          Summary

          Knowledge about social hierarchies organizes human behavior, yet we understand little about the underlying computations. Here we show that a Bayesian inference scheme, which tracks the power of individuals, better captures behavioral and neural data compared with a reinforcement learning model inspired by rating systems used in games such as chess. We provide evidence that the medial prefrontal cortex (MPFC) selectively mediates the updating of knowledge about one’s own hierarchy, as opposed to that of another individual, a process that underpinned successful performance and involved functional interactions with the amygdala and hippocampus. In contrast, we observed domain-general coding of rank in the amygdala and hippocampus, even when the task did not require it. Our findings reveal the computations underlying a core aspect of social cognition and provide new evidence that self-relevant information may indeed be afforded a unique representational status in the brain.

          Highlights

          • Social hierarchy learning accounted for by a Bayesian inference scheme

          • Amygdala and hippocampus support domain-general social hierarchy learning

          • Medial prefrontal cortex selectively updates knowledge about one’s own hierarchy

          • Rank signals generated by these neural structures in absence of task demands

          Abstract

          How do we learn the power structure within our social community? Kumaran et al. show that this involves the maintenance and updating of beliefs about individuals’ power, with the medial prefrontal cortex specifically supporting knowledge about one’s own social hierarchy.

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          Most cited references81

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          Measuring individual differences in implicit cognition: the implicit association test.

          An implicit association test (IAT) measures differential association of 2 target concepts with an attribute. The 2 concepts appear in a 2-choice task (2-choice task (e.g., flower vs. insect names), and the attribute in a 2nd task (e.g., pleasant vs. unpleasant words for an evaluation attribute). When instructions oblige highly associated categories (e.g., flower + pleasant) to share a response key, performance is faster than when less associated categories (e.g., insect & pleasant) share a key. This performance difference implicitly measures differential association of the 2 concepts with the attribute. In 3 experiments, the IAT was sensitive to (a) near-universal evaluative differences (e.g., flower vs. insect), (b) expected individual differences in evaluative associations (Japanese + pleasant vs. Korean + pleasant for Japanese vs. Korean subjects), and (c) consciously disavowed evaluative differences (Black + pleasant vs. White + pleasant for self-described unprejudiced White subjects).
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            Bayesian Model Selection in Social Research

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              Are the dorsal and ventral hippocampus functionally distinct structures?

              One literature treats the hippocampus as a purely cognitive structure involved in memory; another treats it as a regulator of emotion whose dysfunction leads to psychopathology. We review behavioral, anatomical, and gene expression studies that together support a functional segmentation into three hippocampal compartments: dorsal, intermediate, and ventral. The dorsal hippocampus, which corresponds to the posterior hippocampus in primates, performs primarily cognitive functions. The ventral (anterior in primates) relates to stress, emotion, and affect. Strikingly, gene expression in the dorsal hippocampus correlates with cortical regions involved in information processing, while genes expressed in the ventral hippocampus correlate with regions involved in emotion and stress (amygdala and hypothalamus).
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                Author and article information

                Contributors
                Journal
                Neuron
                Neuron
                Neuron
                Cell Press
                0896-6273
                1097-4199
                07 December 2016
                07 December 2016
                : 92
                : 5
                : 1135-1147
                Affiliations
                [1 ]Google DeepMind, 5 New Street Square, London EC4A 3TW, UK
                [2 ]Gatsby Computational Neuroscience Unit, 25 Howland Street, London W1T 4JG, UK
                [3 ]Institute of Cognitive Neuroscience, University College London, 17 Queen Square, London WC1N 3AR, UK
                Author notes
                []Corresponding author dkumaran@ 123456google.com
                [4]

                Lead Contact

                Article
                S0896-6273(16)30802-9
                10.1016/j.neuron.2016.10.052
                5158095
                27930904
                39568a29-32bb-4f8e-ba0c-2b0bb7c0ed6a
                © 2016 The Authors

                This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).

                History
                : 10 July 2016
                : 17 September 2016
                : 21 October 2016
                Categories
                Article

                Neurosciences
                social hierarchy,memory,learning,prefrontal cortex,hippocampus,bayesian,reinforcement learning

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