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  • Perspective
  • Published:

Computational origins of cortical brain circuits for social cognition

Abstract

No domain rivals the importance and complexity of our social lives. Given the principle of exaptation in biology — the repurposing of existing structures for new functions — it is likely that brain regions originally evolved to perform computations in one context have been recruited for related computations in other contexts. From this point of view, brain regions for supporting social cognition should also be active in non-social contexts in which the computational demands mirror those of social situations. In this Perspective, we examine the computations required to navigate the social lives of human and non-human primates and identify brain activity patterns responsible for these functions, assessing the degree to which similar activity carries out similar computations in non-social contexts with analogous computational demands. This approach offers a unifying framework that bridges social and non-social domains and has implications for multiple areas within cognitive neuroscience, as well as emerging fields such as human–artificial agent interactions.

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Fig. 1: Important computations for social cognition.
Fig. 2: Mid-superior temporal sulcus and temporoparietal junction process social information and make predictions about the upcoming information from social and non-social agents.
Fig. 3: Learning about social information and using this information.
Fig. 4: Similar social and non-social maps for inference in hippocampus.

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References  

  1. Silk, J. B., Alberts, S. C. & Altmann, J. Social bonds of female baboons enhance infant survival. Science 302, 1231–1234 (2003).

    Article  PubMed  CAS  Google Scholar 

  2. Schulke, O., Bhagavatula, J., Vigilant, L. & Ostner, J. Social bonds enhance reproductive success in male macaques. Curr. Biol. 20, 2207–2210 (2010).

    Article  PubMed  Google Scholar 

  3. Rushworth, M. F., Mars, R. B. & Sallet, J. Are there specialized circuits for social cognition and are they unique to humans? Curr. Opin. Neurobiol. 23, 436–442 (2013).

    Article  PubMed  CAS  Google Scholar 

  4. Rushworth, M. F., Mars, R. B. & Summerfield, C. General mechanisms for making decisions? Curr. Opin. Neurobiol. 19, 75–83 (2009).

    Article  PubMed  CAS  Google Scholar 

  5. Lockwood, P. L., Apps, M. A. J. & Chang, S. W. C. Is there a ‘social’ brain? Implementations and algorithms. Trends Cogn. Sci. 24, 802–813 (2020).

    Article  PubMed  PubMed Central  Google Scholar 

  6. Konovalov, A., Hill, C., Daunizeau, J. & Ruff, C. C. Dissecting functional contributions of the social brain to strategic behavior. Neuron 109, 3323–3337 e3325 (2021).

    Article  PubMed  CAS  Google Scholar 

  7. Frith, C. D. & Frith, U. Mechanisms of social cognition. Annu. Rev. Psychol. 63, 287–313 (2012).

    Article  PubMed  Google Scholar 

  8. Saxe, R. Uniquely human social cognition. Curr. Opin. Neurobiol. 16, 235–239 (2006).

    Article  PubMed  CAS  Google Scholar 

  9. Koster-Hale, J. & Saxe, R. Theory of mind: a neural prediction problem. Neuron 79, 836–848 (2013).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  10. Emery, N. J. The eyes have it: the neuroethology, function and evolution of social gaze. Neurosci. Biobehav. Rev. 24, 581–604 (2000).

    Article  PubMed  CAS  Google Scholar 

  11. Dal Monte, O. et al. Widespread implementations of interactive social gaze neurons in the primate prefrontal-amygdala networks. Neuron 110, 2183–2197.e7 (2022).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  12. Kendon, A. Some functions of gaze-direction in social interaction. Acta Psychol. 26, 22–63 (1967).

    Article  CAS  Google Scholar 

  13. van de Waal, E., Borgeaud, C. & Whiten, A. Potent social learning and conformity shape a wild primate’s foraging decisions. Science 340, 483–485 (2013).

    Article  PubMed  Google Scholar 

  14. Rolls, E. T. The Brain and Emotion (Oxford Univ. Press, 1999).

  15. Weiskrantz, L. Behavioural changes associated with ablation of the amygdala complex in monkeys. J. Comp. Physiol. Psychol. 49, 381–391 (1956).

    Article  PubMed  CAS  Google Scholar 

  16. Rudebeck, P. H., Buckley, M. J., Walton, M. E. & Rushworth, M. F. A role for the macaque anterior cingulate gyrus in social valuation. Science 313, 1310–1312 (2006).

    Article  PubMed  CAS  Google Scholar 

  17. Pujara, M. S., Ciesinski, N. K., Reyelts, J. F., Rhodes, S. E. V. & Murray, E. A. Selective prefrontal–amygdala circuit interactions underlie social and nonsocial valuation in rhesus macaques. J. Neurosci. 42, 5593–5604 (2022).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  18. Basile, B. M., Schafroth, J. L., Karaskiewicz, C. L., Chang, S. W. C. & Murray, E. A. The anterior cingulate cortex is necessary for forming prosocial preferences from vicarious reinforcement in monkeys. PLoS Biol. 18, e3000677 (2020).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  19. Lockwood, P. L. et al. Neural mechanisms for learning self and other ownership. Nat. Commun. 9, 4747 (2018).

    Article  PubMed  PubMed Central  Google Scholar 

  20. Putnam, P. T., Chu, C. J., Fagan, N. A., Dal Monte, O. & Chang, S. W. C. Dissociation of vicarious and experienced rewards by coupling frequency within the same neural pathway. Neuron 111, 2513–2522.e4 (2023).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  21. Chang, S. W., Gariepy, J. F. & Platt, M. L. Neuronal reference frames for social decisions in primate frontal cortex. Nat. Neurosci. 16, 243–250 (2012).

    Article  PubMed  PubMed Central  Google Scholar 

  22. Ruff, C. C. & Fehr, E. The neurobiology of rewards and values in social decision making. Nat. Rev. Neurosci. 15, 549–562 (2014).

    Article  PubMed  CAS  Google Scholar 

  23. Deen, B. et al. Organization of high-level visual cortex in human infants. Nat. Commun. 8, 13995 (2017).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  24. Gauthier, I., Tarr, M. J., Anderson, A. W., Skudlarski, P. & Gore, J. C. Activation of the middle fusiform ‘face area’ increases with expertise in recognizing novel objects. Nat. Neurosci. 2, 568–573 (1999).

    Article  PubMed  CAS  Google Scholar 

  25. Gallagher, H. L., Jack, A. I., Roepstorff, A. & Frith, C. D. Imaging the intentional stance in a competitive game. NeuroImage 16, 814–821 (2002).

    Article  PubMed  Google Scholar 

  26. Amodio, D. M. & Frith, C. D. Meeting of minds: the medial frontal cortex and social cognition. Nat. Rev. Neurosci. 7, 268–277 (2006).

    Article  PubMed  CAS  Google Scholar 

  27. Buzsaki, G. & Tingley, D. Cognition from the body–brain partnership: exaptation of memory. Annu. Rev. Neurosci. 46, 191–210 (2023).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  28. Khona, M. & Fiete, I. R. Attractor and integrator networks in the brain. Nat. Rev. Neurosci. 23, 744–766 (2022).

    Article  PubMed  CAS  Google Scholar 

  29. Koulakov, A. A. & Chklovskii, D. B. Orientation preference patterns in mammalian visual cortex: a wire length minimization approach. Neuron 29, 519–527 (2001).

    Article  PubMed  CAS  Google Scholar 

  30. Kanwisher, N. Functional specificity in the human brain: a window into the functional architecture of the mind. Proc. Natl Acad. Sci. USA 107, 11163–11170 (2010).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  31. Frolichs, K. M. M., Rosenblau, G. & Korn, C. W. Incorporating social knowledge structures into computational models. Nat. Commun. 13, 6205 (2022).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  32. Olsson, A., Knapska, E. & Lindstrom, B. The neural and computational systems of social learning. Nat. Rev. Neurosci. 21, 197–212 (2020).

    Article  PubMed  CAS  Google Scholar 

  33. Wittmann, M. K., Lockwood, P. L. & Rushworth, M. F. S. Neural mechanisms of social cognition in primates. Annu. Rev. Neurosci. 41, 99–118 (2018).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  34. Raichle, M. E. The brain’s default mode network. Annu. Rev. Neurosci. 38, 433–447 (2015).

    Article  PubMed  CAS  Google Scholar 

  35. Smallwood, J. et al. The default mode network in cognition: a topographical perspective. Nat. Rev. Neurosci. 22, 503–513 (2021).

    Article  PubMed  CAS  Google Scholar 

  36. Spreng, R. N. & Grady, C. L. Patterns of brain activity supporting autobiographical memory, prospection, and theory of mind, and their relationship to the default mode network. J. Cogn. Neurosci. 22, 1112–1123 (2010).

    Article  PubMed  Google Scholar 

  37. Spreng, R. N., Mar, R. A. & Kim, A. S. The common neural basis of autobiographical memory, prospection, navigation, theory of mind, and the default mode: a quantitative meta-analysis. J. Cogn. Neurosci. 21, 489–510 (2009).

    Article  PubMed  Google Scholar 

  38. Buckner, R. L. & Carroll, D. C. Self-projection and the brain. Trends Cogn. Sci. 11, 49–57 (2007).

    Article  PubMed  Google Scholar 

  39. Klein-Flugge, M. C., Bongioanni, A. & Rushworth, M. F. S. Medial and orbital frontal cortex in decision-making and flexible behavior. Neuron 110, 2743–2770 (2022).

    Article  PubMed  CAS  Google Scholar 

  40. Kolling, N., Behrens, T., Wittmann, M. K. & Rushworth, M. Multiple signals in anterior cingulate cortex. Curr. Opin. Neurobiol. 37, 36–43 (2016).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  41. Perrett, D. I., Hietanen, J. K., Oram, M. W. & Benson, P. J. Organization and functions of cells responsive to faces in the temporal cortex. Philos. Trans. R. Soc. Lond. B Biol. Sci. 335, 23–30 (1992).

    Article  PubMed  CAS  Google Scholar 

  42. Bell, A. H. et al. Relationship between functional magnetic resonance imaging-identified regions and neuronal category selectivity. J. Neurosci. 31, 12229–12240 (2011).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  43. Mahmoodi, A. et al. A frontopolar-temporal circuit determines the impact of social information in macaque decision making. Neuron 112, 84–92.e6 (2024).

    Article  PubMed  CAS  Google Scholar 

  44. Ainsworth, M. et al. Viewing ambiguous social interactions increases functional connectivity between frontal and temporal nodes of the social brain. J. Neurosci. https://doi.org/10.1523/JNEUROSCI.0870-20.2021 (2021).

    Article  PubMed  PubMed Central  Google Scholar 

  45. Roumazeilles, L. et al. Social prediction modulates activity of macaque superior temporal cortex. Sci. Adv. 7, eabh2392 (2021).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  46. Ong, W. S., Madlon-Kay, S. & Platt, M. L. Neuronal correlates of strategic cooperation in monkeys. Nat. Neurosci. 24, 116–128 (2021).

    Article  PubMed  CAS  Google Scholar 

  47. Ninomiya, T., Noritake, A. & Isoda, M. Live agent preference and social action monitoring in the macaque mid-superior temporal sulcus region. Proc. Natl Acad. Sci. USA 118, e2109653118 (2021).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  48. Deen, B., Koldewyn, K., Kanwisher, N. & Saxe, R. Functional organization of social perception and cognition in the superior temporal sulcus. Cereb. Cortex 25, 4596–4609 (2015).

    Article  PubMed  PubMed Central  Google Scholar 

  49. Schurz, M., Radua, J., Aichhorn, M., Richlan, F. & Perner, J. Fractionating theory of mind: a meta-analysis of functional brain imaging studies. Neurosci. Biobehav. Rev. 42, 9–34 (2014).

    Article  PubMed  Google Scholar 

  50. Schurz, M., Tholen, M. G., Perner, J., Mars, R. B. & Sallet, J. Specifying the brain anatomy underlying temporo-parietal junction activations for theory of mind: a review using probabilistic atlases from different imaging modalities. Hum. Brain Mapp. 38, 4788–4805 (2017).

    Article  PubMed  PubMed Central  Google Scholar 

  51. Mars, R. B. et al. Connectivity-based subdivisions of the human right ‘temporoparietal junction area’: evidence for different areas participating in different cortical networks. Cereb. Cortex 22, 1894–1903 (2012).

    Article  PubMed  Google Scholar 

  52. Trudel, N., Lockwood, P. L., Rushworth, M. F. S. & Wittmann, M. K. Neural activity tracking identity and confidence in social information. eLife 12, e71315 (2023).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  53. Hertz, U. et al. Neural computations underpinning the strategic management of influence in advice giving. Nat. Commun. 8, 2191 (2017).

    Article  PubMed  PubMed Central  Google Scholar 

  54. Behrens, T. E., Hunt, L. T., Woolrich, M. W. & Rushworth, M. F. Associative learning of social value. Nature 456, 245–249 (2008).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  55. Behrens, T. E., Hunt, L. T. & Rushworth, M. F. The computation of social behavior. Science 324, 1160–1164 (2009).

    Article  PubMed  CAS  Google Scholar 

  56. Hill, C. A. et al. A causal account of the brain network computations underlying strategic social behavior. Nat. Neurosci. 20, 1142–1149 (2017).

    Article  PubMed  CAS  Google Scholar 

  57. Hampton, A. N., Bossaerts, P. & O’Doherty, J. P. Neural correlates of mentalizing-related computations during strategic interactions in humans. Proc. Natl Acad. Sci. USA 105, 6741–6746 (2008).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  58. Bognar, A., Nejad, G. G., Rens, G., Raman, R. & Vogels, R. Expanding the stimulus domain: co-occurrence of motion and body-category selectivity in the macaque ventral STS. Prog. Neurobiol. https://doi.org/10.1016/j.pneurobio.2025.102769 (2025).

    Article  PubMed  PubMed Central  Google Scholar 

  59. Isik, L., Koldewyn, K., Beeler, D. & Kanwisher, N. Perceiving social interactions in the posterior superior temporal sulcus. Proc. Natl Acad. Sci. USA 114, E9145–E9152 (2017).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  60. Siman-Tov, T. et al. Is there a prediction network? Meta-analytic evidence for a cortical–subcortical network likely subserving prediction. Neurosci. Biobehav. Rev. 105, 262–275 (2019).

    Article  PubMed  Google Scholar 

  61. Masina, F. et al. Disconnection from prediction: a systematic review on the role of right temporoparietal junction in aberrant predictive processing. Neurosci. Biobehav. Rev. 138, 104713 (2022).

    Article  PubMed  Google Scholar 

  62. Miyamoto, K. et al. Identification and disruption of a neural mechanism for accumulating prospective metacognitive information prior to decision-making. Neuron https://doi.org/10.1016/j.neuron.2021.02.024 (2021).

    Article  PubMed  PubMed Central  Google Scholar 

  63. Miyamoto, K. et al. Asymmetric projection of introspection reveals a behavioural and neural mechanism for interindividual social coordination. Nat. Commun. 16, 295 (2025).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  64. Wittmann, M. K. et al. Basis functions for complex social decisions in dorsomedial frontal cortex. Nature https://doi.org/10.1038/s41586-025-08705-9 (2025).

    Article  PubMed  PubMed Central  Google Scholar 

  65. Lazari, A. et al. Reassessing associations between white matter and behaviour with multimodal microstructural imaging. Cortex 145, 187–200 (2021).

    Article  PubMed  PubMed Central  Google Scholar 

  66. Izuma, K. & Adolphs, R. Social manipulation of preference in the human brain. Neuron 78, 563–573 (2013).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  67. Bahrami, B. et al. Optimally interacting minds. Science 329, 1081–1085 (2010).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  68. Mahmoodi, A. et al. Equality bias impairs collective decision-making across cultures. Proc. Natl Acad. Sci. USA 112, 3835–3840 (2015).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  69. Mahmoodi, A., Bahrami, B. & Mehring, C. Reciprocity of social influence. Nat. Commun. 9, 2474 (2018).

    Article  PubMed  PubMed Central  Google Scholar 

  70. Grabenhorst, F., Baez-Mendoza, R., Genest, W., Deco, G. & Schultz, W. Primate amygdala neurons simulate decision processes of social partners. Cell 177, 986–998.e15 (2019).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  71. Yoshida, K., Saito, N., Iriki, A. & Isoda, M. Representation of others’ action by neurons in monkey medial frontal cortex. Curr. Biol. 21, 249–253 (2011).

    Article  PubMed  CAS  Google Scholar 

  72. Yoshida, W., Seymour, B., Friston, K. J. & Dolan, R. J. Neural mechanisms of belief inference during cooperative games. J. Neurosci. 30, 10744–10751 (2010).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  73. Noritake, A., Ninomiya, T. & Isoda, M. Social reward monitoring and valuation in the macaque brain. Nat. Neurosci. 21, 1452–1462 (2018).

    Article  PubMed  CAS  Google Scholar 

  74. Noritake, A., Ninomiya, T., Kobayashi, K. & Isoda, M. Chemogenetic dissection of a prefrontal-hypothalamic circuit for socially subjective reward valuation in macaques. Nat. Commun. 14, 4372 (2023).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  75. Hayashi, T. et al. Macaques exhibit implicit gaze bias anticipating others’ false-belief-driven actions via medial prefrontal cortex. Cell Rep. 30, 4433–4444.e5 (2020).

    Article  PubMed  CAS  Google Scholar 

  76. Baez-Mendoza, R., Mastrobattista, E. P., Wang, A. J. & Williams, Z. M. Social agent identity cells in the prefrontal cortex of interacting groups of primates. Science 374, eabb4149 (2021).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  77. Mahmoodi, A., Nili, H., Bang, D., Mehring, C. & Bahrami, B. Distinct neurocomputational mechanisms support informational and socially normative conformity. PLoS Biol. 20, e3001565 (2022).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  78. De Martino, B., Bobadilla-Suarez, S., Nouguchi, T., Sharot, T. & Love, B. C. Social information is integrated into value and confidence judgments according to its reliability. J. Neurosci. 37, 6066–6074 (2017).

    Article  PubMed  PubMed Central  Google Scholar 

  79. Kang, P. et al. Causal involvement of dorsomedial prefrontal cortex in learning the predictability of observable actions. Nat. Commun. 15, 8305 (2024).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  80. Mahmoodi, A. et al. Causal role of a neural system for separating and selecting multidimensional social cognitive information. Neuron 111, 1152–1164 e1156 (2023).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  81. Wittmann, M. K. et al. Causal manipulation of self-other mergence in the dorsomedial prefrontal cortex. Neuron 109, 2353–2361.e11 (2021).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  82. Mahmoodi, A., Luo, S., Harbison, C., Piray, P. & Rushworth, M. F. S. Human hippocampus and dorsomedial prefrontal cortex infer and update latent causes during social interaction. Neuron 112, 3796–3809.e9 (2024).

    Article  PubMed  CAS  Google Scholar 

  83. Boorman, E. D., O’Doherty, J. P., Adolphs, R. & Rangel, A. The behavioral and neural mechanisms underlying the tracking of expertise. Neuron 80, 1558–1571 (2013).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  84. Vossel, S., Mathys, C., Stephan, K. E. & Friston, K. J. Cortical coupling reflects Bayesian belief updating in the deployment of spatial attention. J. Neurosci. 35, 11532–11542 (2015).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  85. Rushworth, M. F. S., Hadland, K. A., Paus, T. & Sipila, P. K. Role of the human medial frontal cortex in task switching: a combined fMRI and TMS study. J. Neurophysiol. 87, 2577–2592 (2002).

    Article  PubMed  CAS  Google Scholar 

  86. Marche, K. et al. Interaction and functional specialization across a distributed neural circuit for flexible task control in macaques. Nat. Commun. 17, 1063 (2026).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  87. Rajalingham, R., Sohn, H. & Jazayeri, M. Dynamic tracking of objects in the macaque dorsomedial frontal cortex. Nat. Commun. 16, 346 (2025).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  88. Seo, H., Cai, X., Donahue, C. H. & Lee, D. Neural correlates of strategic reasoning during competitive games. Science 346, 340–343 (2014).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  89. Noritake, A. & Isoda, M. The macaque medial prefrontal cortex simultaneously represents self and others’ reward prediction error. Cell Rep. 44, 115368 (2025).

    Article  PubMed  CAS  Google Scholar 

  90. Leong, Y. C., Radulescu, A., Daniel, R., DeWoskin, V. & Niv, Y. Dynamic interaction between reinforcement learning and attention in multidimensional environments. Neuron 93, 451–463 (2017).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  91. Berns, G. S. et al. Neurobiological correlates of social conformity and independence during mental rotation. Biol. Psychiatry 58, 245–253 (2005).

    Article  PubMed  Google Scholar 

  92. Ro, T., Russell, C. & Lavie, N. Changing faces: a detection advantage in the flicker paradigm. Psychol. Sci. 12, 94–99 (2001).

    Article  PubMed  CAS  Google Scholar 

  93. Carter, R. M., Bowling, D. L., Reeck, C. & Huettel, S. A. A distinct role of the temporal-parietal junction in predicting socially guided decisions. Science 337, 109–111 (2012).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  94. Hartley, T., Lever, C., Burgess, N. & O’Keefe, J. Space in the brain: how the hippocampal formation supports spatial cognition. Philos. Trans. R. Soc. Lond. B Biol. Sci. 369, 20120510 (2014).

    Article  PubMed  Google Scholar 

  95. Burgess, N. & O’Keefe, J. Models of place and grid cell firing and theta rhythmicity. Curr. Opin. Neurobiol. 21, 734–744 (2011).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  96. Constantinescu, A. O., O’Reilly, J. X. & Behrens, T. E. Organizing conceptual knowledge in humans with a gridlike code. Science 352, 1464–1468 (2016).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  97. Bongioanni, A. et al. Activation and disruption of a neural mechanism for novel choice in monkeys. Nature https://doi.org/10.1038/s41586-020-03115-5 (2021).

    Article  PubMed  PubMed Central  Google Scholar 

  98. Bao, X. et al. Grid-like neural representations support olfactory navigation of a two-dimensional odor space. Neuron 102, 1066–1075.e5 (2019).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  99. Park, S. A., Miller, D. S. & Boorman, E. D. Inferences on a multidimensional social hierarchy use a grid-like code. Nat. Neurosci. 24, 1292–1301 (2021).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  100. Park, S. A., Miller, D. S., Nili, H., Ranganath, C. & Boorman, E. D. Map making: constructing, combining, and inferring on abstract cognitive maps. Neuron https://doi.org/10.1016/j.neuron.2020.06.030 (2020).

    Article  PubMed  PubMed Central  Google Scholar 

  101. Tavares, R. M. et al. A map for social navigation in the human brain. Neuron 87, 231–243 (2015).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  102. Kumaran, D., Banino, A., Blundell, C., Hassabis, D. & Dayan, P. Computations underlying social hierarchy learning: distinct neural mechanisms for updating and representing self-relevant information. Neuron 92, 1135–1147 (2016).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  103. Behrens, T. E. J. et al. What is a cognitive map? Organizing knowledge for flexible behavior. Neuron 100, 490–509 (2018).

    Article  PubMed  CAS  Google Scholar 

  104. Knudsen, E. B. & Wallis, J. D. Hippocampal neurons construct a map of an abstract value space. Cell 184, 4640–4650.e10 (2021).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  105. Garvert, M. M., Dolan, R. J. & Behrens, T. E. A map of abstract relational knowledge in the human hippocampal-entorhinal cortex. eLife 6, e17086 (2017).

    Article  PubMed  PubMed Central  Google Scholar 

  106. Tacikowski, P., Kalender, G., Ciliberti, D. & Fried, I. Human hippocampal and entorhinal neurons encode the temporal structure of experience. Nature 635, 160–167 (2024).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  107. Pan, D. et al. https://doi.org/10.1101/2025.08.19.664920 (2025).

  108. Marr, D. Vision: A Computational Investigation into the Human Representation and Processing of Visual Information (MIT Press, 2010).

  109. Shams, L. & Beierholm, U. Bayesian causal inference: a unifying neuroscience theory. Neurosci. Biobehav. Rev. 137, 104619 (2022).

    Article  PubMed  Google Scholar 

  110. Baker, C. L., Jara-Ettinger, J., Saxe, R. & Tenenbaum, J. B. Rational quantitative attribution of beliefs, desires and percepts in human mentalizing. Nat. Hum. Behav. https://doi.org/10.1038/s41562-017-0064 (2017).

    Article  PubMed  Google Scholar 

  111. Piray, P. & Daw, N. D. Computational processes of simultaneous learning of stochasticity and volatility in humans. Nat. Commun. 15, 9073 (2024).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  112. Mishchanchuk, K. et al. Hidden state inference requires abstract contextual representations in the ventral hippocampus. Science 386, 926–932 (2024).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  113. Sallet, J. et al. Social network size affects neural circuits in macaques. Science 334, 697–700 (2011).

    Article  PubMed  CAS  Google Scholar 

  114. Noonan, M. P. et al. A neural circuit covarying with social hierarchy in macaques. PLoS Biol. 12, e1001940 (2014).

    Article  PubMed  PubMed Central  Google Scholar 

  115. Testard, C. et al. Social connections predict brain structure in a multidimensional free-ranging primate society. Sci. Adv. 8, eabl5794 (2022).

    Article  PubMed  PubMed Central  Google Scholar 

  116. Sampaio-Baptista, C. & Johansen-Berg, H. White matter plasticity in the adult brain. Neuron 96, 1239–1251 (2017).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  117. Lazari, A. et al. A macroscopic link between interhemispheric tract myelination and cortico-cortical interactions during action reprogramming. Nat. Commun. 13, 4253 (2022).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  118. Lazari, A. et al. Hebbian activity-dependent plasticity in white matter. Cell Rep. 39, 110951 (2022).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  119. Mars, R. B., Sallet, J., Neubert, F. X. & Rushworth, M. F. Connectivity profiles reveal the relationship between brain areas for social cognition in human and monkey temporoparietal cortex. Proc. Natl Acad. Sci. USA 110, 10806–10811 (2013).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  120. Burnett, S., Bird, G., Moll, J., Frith, C. & Blakemore, S. J. Development during adolescence of the neural processing of social emotion. J. Cogn. Neurosci. 21, 1736–1750 (2009).

    Article  PubMed  PubMed Central  Google Scholar 

  121. Frith, C. D. The social brain? Philos. Trans. R. Soc. Lond. B Biol. Sci. 362, 671–678 (2007).

    Article  PubMed  PubMed Central  Google Scholar 

  122. Sallet, J. et al. The organization of dorsal frontal cortex in humans and macaques. J. Neurosci. 33, 12255–12274 (2013).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  123. Neubert, F. X., Mars, R. B., Sallet, J. & Rushworth, M. F. Connectivity reveals relationship of brain areas for reward-guided learning and decision making in human and monkey frontal cortex. Proc. Natl Acad. Sci. USA https://doi.org/10.1073/pnas.1410767112 (2015).

    Article  PubMed  PubMed Central  Google Scholar 

  124. Jamali, M. et al. Single-neuronal predictions of others’ beliefs in humans. Nature 591, 610–614 (2021).

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  125. Fang, X. & Piray, P. https://doi.org/10.31219/osf.io/vuc5g_v1.

  126. Gershman, S. J., Blei, D. M. & Niv, Y. Context, learning, and extinction. Psychol. Rev. 117, 197–209 (2010).

    Article  PubMed  Google Scholar 

  127. Gershman, S. J., Norman, K. A. & Niv, Y. Discovering latent causes in reinforcement learning. Curr. Opin. Behav. Sci. 5, 43–50 (2015).

    Article  Google Scholar 

  128. Whittington, J. C. R., McCaffary, D., Bakermans, J. J. W. & Behrens, T. E. J. How to build a cognitive map. Nat. Neurosci. 25, 1257–1272 (2022).

    Article  PubMed  CAS  Google Scholar 

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Acknowledgements

M.F.S.R. is funded by Wellcome Trust (grant 221794/Z/20/Z) and the Biotechnology and Biological Sciences Research Council (BBSRC; grant BB/W003392/1).

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Correspondence to Ali Mahmoodi.

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Glossary

Anatomical topography

The property that functionally similar neurons are placed near one another.

Cognitive map

A cognitive map in the brain is an internal representation of the relationships among elements in a physical or abstract space, which supports navigation, inference and planning.

Computational specialization

The possibility that brain regions are specialized for one or a limited number of computations.

Contextual specialization

Here, we use this term to refer to the possibility that a brain region only performs a computation in one context, such as a social context, but not in another context, such as a non-social one.

Exaptation

An evolutionary process whereby a function originally shaped by evolutionary selection for one role is co-opted to perform another.

Latent state inference

The process of inferring the cause(s) of a person’s observations.

Prediction network

A set of brain regions which continually generate predictions of observations that are expected to occur next. The predictions are updated by comparison with actual sensory inputs.

Social prediction

A key aim for humans and other animals is predicting what is going to happen next; social prediction is the next state that a social situation is expected to take.

Theory of mind

The ability to infer other agents’ mental state.

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Mahmoodi, A., Rushworth, M.F.S. Computational origins of cortical brain circuits for social cognition. Nat. Rev. Neurosci. (2026). https://doi.org/10.1038/s41583-026-01028-2

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