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Reinforcement learning

Anterior cingulate learns reward distribution

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Muller et al. demonstrate that reward signals recorded from the frontal cortex of nonhuman primates exhibit a population-based scheme for learning probability distributions over reward values. This study provides evidence that neural signals outside of the midbrain reflect the principles of distributional reinforcement-learning theory.

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Fig. 1: Distributional RL models learn the information required to make decisions under changing demands.

References

  1. Kacelnik, A. & Bateson, M. Trends Cogn. Sci. 1, 304–309 (1997).

    Article  CAS  PubMed  Google Scholar 

  2. Bellemare, M. G., Dabney, W. & Munos, R. A distributional perspective on reinforcement learning. In Proc 34th Internatl Conf. Machine Learning vol. 70 (eds. Precup, D. & Teh, Y. W.) 449–458 (PMLR, 2017).

  3. Muller, T. H. et al. Nat. Neurosci. https://doi.org/10.1038/s41593-023-01535-w (2024).

    Article  PubMed  Google Scholar 

  4. Schultz, W., Apicella, P. & Ljungberg, T. J. Neurosci. 13, 900–913 (1993).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  5. Oyama, K., Hernádi, I., Iijima, T. & Tsutsui, K. J. Neurosci. 30, 11447–11457 (2010).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  6. Miranda, B., Malalasekera, W. M. N., Behrens, T. E., Dayan, P. & Kennerley, S. W. PLoS Comput. Biol. 16, e1007944 (2020).

    Article  ADS  CAS  PubMed  PubMed Central  Google Scholar 

  7. Kennerley, S. W., Behrens, T. E. & Wallis, J. D. Nat. Neurosci. 14, 1581–1589 (2011).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  8. Dabney, W. et al. Nature 577, 671–675 (2020).

    Article  ADS  CAS  PubMed  PubMed Central  Google Scholar 

  9. Rothenhoefer, K. M., Hong, T., Alikaya, A. & Stauffer, W. R. Nat. Neurosci. 24, 465–469 (2021).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  10. Kolling, N., Wittmann, M. & Rushworth, M. F. S. Neuron 81, 1190–1202 (2014).

    Article  CAS  PubMed  PubMed Central  Google Scholar 

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Correspondence to William R. Stauffer.

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Hong, T., Stauffer, W.R. Anterior cingulate learns reward distribution. Nat Neurosci 27, 391–392 (2024). https://doi.org/10.1038/s41593-024-01571-0

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