IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v15y2024i1d10.1038_s41467-024-44880-5.html
   My bibliography  Save this article

Trial-history biases in evidence accumulation can give rise to apparent lapses in decision-making

Author

Listed:
  • Diksha Gupta

    (Princeton University
    University College London)

  • Brian DePasquale

    (Princeton University
    Boston University)

  • Charles D. Kopec

    (Princeton University)

  • Carlos D. Brody

    (Princeton University
    Princeton University)

Abstract

Trial history biases and lapses are two of the most common suboptimalities observed during perceptual decision-making. These suboptimalities are routinely assumed to arise from distinct processes. However, previous work has suggested that they covary in their prevalence and that their proposed neural substrates overlap. Here we demonstrate that during decision-making, history biases and apparent lapses can both arise from a common cognitive process that is optimal under mistaken beliefs that the world is changing i.e. nonstationary. This corresponds to an accumulation-to-bound model with history-dependent updates to the initial state of the accumulator. We test our model’s predictions about the relative prevalence of history biases and lapses, and show that they are robustly borne out in two distinct decision-making datasets of male rats, including data from a novel reaction time task. Our model improves the ability to precisely predict decision-making dynamics within and across trials, by positing a process through which agents can generate quasi-stochastic choices.

Suggested Citation

  • Diksha Gupta & Brian DePasquale & Charles D. Kopec & Carlos D. Brody, 2024. "Trial-history biases in evidence accumulation can give rise to apparent lapses in decision-making," Nature Communications, Nature, vol. 15(1), pages 1-15, December.
  • Handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-024-44880-5
    DOI: 10.1038/s41467-024-44880-5
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-024-44880-5
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-024-44880-5?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Ainhoa Hermoso-Mendizabal & Alexandre Hyafil & Pavel E. Rueda-Orozco & Santiago Jaramillo & David Robbe & Jaime Rocha, 2020. "Author Correction: Response outcomes gate the impact of expectations on perceptual decisions," Nature Communications, Nature, vol. 11(1), pages 1-1, December.
    2. Timothy D. Hanks & Charles D. Kopec & Bingni W. Brunton & Chunyu A. Duan & Jeffrey C. Erlich & Carlos D. Brody, 2015. "Distinct relationships of parietal and prefrontal cortices to evidence accumulation," Nature, Nature, vol. 520(7546), pages 220-223, April.
    3. Ainhoa Hermoso-Mendizabal & Alexandre Hyafil & Pavel E. Rueda-Orozco & Santiago Jaramillo & David Robbe & Jaime Rocha, 2020. "Response outcomes gate the impact of expectations on perceptual decisions," Nature Communications, Nature, vol. 11(1), pages 1-13, December.
    4. Alex T. Piet & Ahmed El Hady & Carlos D. Brody, 2018. "Rats adopt the optimal timescale for evidence integration in a dynamic environment," Nature Communications, Nature, vol. 9(1), pages 1-12, December.
    5. Athena Akrami & Charles D. Kopec & Mathew E. Diamond & Carlos D. Brody, 2018. "Posterior parietal cortex represents sensory history and mediates its effects on behaviour," Nature, Nature, vol. 554(7692), pages 368-372, February.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Anne E. Urai & Tobias H. Donner, 2022. "Persistent activity in human parietal cortex mediates perceptual choice repetition bias," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
    2. Matthias Fritsche & Antara Majumdar & Lauren Strickland & Samuel Liebana Garcia & Rafal Bogacz & Armin Lak, 2024. "Temporal regularities shape perceptual decisions and striatal dopamine signals," Nature Communications, Nature, vol. 15(1), pages 1-17, December.
    3. I. Hachen & S. Reinartz & R. Brasselet & A. Stroligo & M. E. Diamond, 2021. "Dynamics of history-dependent perceptual judgment," Nature Communications, Nature, vol. 12(1), pages 1-15, December.
    4. Lluís Hernández-Navarro & Ainhoa Hermoso-Mendizabal & Daniel Duque & Jaime de la Rocha & Alexandre Hyafil, 2021. "Proactive and reactive accumulation-to-bound processes compete during perceptual decisions," Nature Communications, Nature, vol. 12(1), pages 1-15, December.
    5. Jacob D Davidson & Ahmed El Hady, 2019. "Foraging as an evidence accumulation process," PLOS Computational Biology, Public Library of Science, vol. 15(7), pages 1-25, July.
    6. J. Tyler Boyd-Meredith & Alex T. Piet & Emily Jane Dennis & Ahmed El Hady & Carlos D. Brody, 2022. "Stable choice coding in rat frontal orienting fields across model-predicted changes of mind," Nature Communications, Nature, vol. 13(1), pages 1-12, December.
    7. Kaushik J. Lakshminarasimhan & Eric Avila & Xaq Pitkow & Dora E. Angelaki, 2023. "Dynamical latent state computation in the male macaque posterior parietal cortex," Nature Communications, Nature, vol. 14(1), pages 1-20, December.
    8. Shinichiro Kira & Houman Safaai & Ari S. Morcos & Stefano Panzeri & Christopher D. Harvey, 2023. "A distributed and efficient population code of mixed selectivity neurons for flexible navigation decisions," Nature Communications, Nature, vol. 14(1), pages 1-28, December.
    9. Kotaro Ishizu & Shosuke Nishimoto & Yutaro Ueoka & Akihiro Funamizu, 2024. "Localized and global representation of prior value, sensory evidence, and choice in male mouse cerebral cortex," Nature Communications, Nature, vol. 15(1), pages 1-17, December.
    10. Xin Wei Chia & Jian Kwang Tan & Lee Fang Ang & Tsukasa Kamigaki & Hiroshi Makino, 2023. "Emergence of cortical network motifs for short-term memory during learning," Nature Communications, Nature, vol. 14(1), pages 1-17, December.
    11. Kaushik J Lakshminarasimhan & Alexandre Pouget & Gregory C DeAngelis & Dora E Angelaki & Xaq Pitkow, 2018. "Inferring decoding strategies for multiple correlated neural populations," PLOS Computational Biology, Public Library of Science, vol. 14(9), pages 1-40, September.
    12. Konstantinos Tsetsos & Thomas Pfeffer & Pia Jentgens & Tobias H Donner, 2015. "Action Planning and the Timescale of Evidence Accumulation," PLOS ONE, Public Library of Science, vol. 10(6), pages 1-21, June.
    13. Mario Treviño & Santiago Castiello & Oscar Arias-Carrión & Braniff De la Torre-Valdovinos & Ricardo Medina Coss y León, 2021. "Isomorphic decisional biases across perceptual tasks," PLOS ONE, Public Library of Science, vol. 16(1), pages 1-18, January.
    14. Pierre O. Boucher & Tian Wang & Laura Carceroni & Gary Kane & Krishna V. Shenoy & Chandramouli Chandrasekaran, 2023. "Initial conditions combine with sensory evidence to induce decision-related dynamics in premotor cortex," Nature Communications, Nature, vol. 14(1), pages 1-28, December.
    15. Wan-Yu Shih & Hsiang-Yu Yu & Cheng-Chia Lee & Chien-Chen Chou & Chien Chen & Paul W. Glimcher & Shih-Wei Wu, 2023. "Electrophysiological population dynamics reveal context dependencies during decision making in human frontal cortex," Nature Communications, Nature, vol. 14(1), pages 1-24, December.
    16. Andrew Mah & Shannon S. Schiereck & Veronica Bossio & Christine M. Constantinople, 2023. "Distinct value computations support rapid sequential decisions," Nature Communications, Nature, vol. 14(1), pages 1-14, December.
    17. Samuel López-Yépez Junior & Juliane Martin & Oliver Hulme & Duda Kvitsiani, 2021. "Choice history effects in mice and humans improve reward harvesting efficiency," PLOS Computational Biology, Public Library of Science, vol. 17(10), pages 1-33, October.
    18. Sebastian Reinartz & Arash Fassihi & Maria Ravera & Luciano Paz & Francesca Pulecchi & Marco Gigante & Mathew E. Diamond, 2024. "Direct contribution of the sensory cortex to the judgment of stimulus duration," Nature Communications, Nature, vol. 15(1), pages 1-15, December.
    19. Márton Albert Hajnal & Duy Tran & Zsombor Szabó & Andrea Albert & Karen Safaryan & Michael Einstein & Mauricio Vallejo Martelo & Pierre-Olivier Polack & Peyman Golshani & Gergő Orbán, 2024. "Shifts in attention drive context-dependent subspace encoding in anterior cingulate cortex in mice during decision making," Nature Communications, Nature, vol. 15(1), pages 1-17, December.
    20. Richard D Lange & Ankani Chattoraj & Jeffrey M Beck & Jacob L Yates & Ralf M Haefner, 2021. "A confirmation bias in perceptual decision-making due to hierarchical approximate inference," PLOS Computational Biology, Public Library of Science, vol. 17(11), pages 1-30, November.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-024-44880-5. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.nature.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.