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Instructed motivational states bias reinforcement learning and memory formation.

Publication ,  Journal Article
Sinclair, AH; Wang, YC; Adcock, RA
Published in: Proc Natl Acad Sci U S A
August 2023

Motivation influences goals, decisions, and memory formation. Imperative motivation links urgent goals to actions, narrowing the focus of attention and memory. Conversely, interrogative motivation integrates goals over time and space, supporting rich memory encoding for flexible future use. We manipulated motivational states via cover stories for a reinforcement learning task: The imperative group imagined executing a museum heist, whereas the interrogative group imagined planning a future heist. Participants repeatedly chose among four doors, representing different museum rooms, to sample trial-unique paintings with variable rewards (later converted to bonus payments). The next day, participants performed a surprise memory test. Crucially, only the cover stories differed between the imperative and interrogative groups; the reinforcement learning task was identical, and all participants had the same expectations about how and when bonus payments would be awarded. In an initial sample and a preregistered replication, we demonstrated that imperative motivation increased exploitation during reinforcement learning. Conversely, interrogative motivation increased directed (but not random) exploration, despite the cost to participants' earnings. At test, the interrogative group was more accurate at recognizing paintings and recalling associated values. In the interrogative group, higher value paintings were more likely to be remembered; imperative motivation disrupted this effect of reward modulating memory. Overall, we demonstrate that a prelearning motivational manipulation can bias learning and memory, bearing implications for education, behavior change, clinical interventions, and communication.

Duke Scholars

Published In

Proc Natl Acad Sci U S A

DOI

EISSN

1091-6490

Publication Date

August 2023

Volume

120

Issue

31

Start / End Page

e2304881120

Location

United States

Related Subject Headings

  • Reward
  • Reinforcement, Psychology
  • Motivation
  • Mental Recall
  • Learning
  • Humans
 

Citation

APA
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ICMJE
MLA
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Sinclair, A. H., Wang, Y. C., & Adcock, R. A. (2023). Instructed motivational states bias reinforcement learning and memory formation. Proc Natl Acad Sci U S A, 120(31), e2304881120. https://doi.org/10.1073/pnas.2304881120
Sinclair, Alyssa H., Yuxi C. Wang, and R Alison Adcock. “Instructed motivational states bias reinforcement learning and memory formation.Proc Natl Acad Sci U S A 120, no. 31 (August 2023): e2304881120. https://doi.org/10.1073/pnas.2304881120.
Sinclair AH, Wang YC, Adcock RA. Instructed motivational states bias reinforcement learning and memory formation. Proc Natl Acad Sci U S A. 2023 Aug;120(31):e2304881120.
Sinclair, Alyssa H., et al. “Instructed motivational states bias reinforcement learning and memory formation.Proc Natl Acad Sci U S A, vol. 120, no. 31, Aug. 2023, p. e2304881120. Pubmed, doi:10.1073/pnas.2304881120.
Sinclair AH, Wang YC, Adcock RA. Instructed motivational states bias reinforcement learning and memory formation. Proc Natl Acad Sci U S A. 2023 Aug;120(31):e2304881120.
Journal cover image

Published In

Proc Natl Acad Sci U S A

DOI

EISSN

1091-6490

Publication Date

August 2023

Volume

120

Issue

31

Start / End Page

e2304881120

Location

United States

Related Subject Headings

  • Reward
  • Reinforcement, Psychology
  • Motivation
  • Mental Recall
  • Learning
  • Humans