TY - JOUR
T1 - Humans incorporate trial-to-trial working memory uncertainty into rewarded decisions
AU - Honig, Maija
AU - Ma, Wei Ji
AU - Fougnie, Daryl
N1 - Funding Information:
ACKNOWLEDGMENTS. We thank Luigi Acerbi and Bas van Opheus-den for help with the supplementary analyses. We also thank Aspen Yoo, Andra Mihali, and Yanli Zhou for the useful conversations. This work was funded by NIH grant R01 EY020958 (to W.J.M.) and New York University Abu Dhabi grant RE175 (to D.F.).
Publisher Copyright:
© This open access article is distributed under Creative Commons Attribution License 4.0 (CC BY).
PY - 2020/4/14
Y1 - 2020/4/14
N2 - Working memory (WM) plays an important role in action planning and decision making; however, both the informational content of memory and how that information is used in decisions remain poorly understood. To investigate this, we used a color WM task in which subjects viewed colored stimuli and reported both an estimate of a stimulus color and a measure of memory uncertainty, obtained through a rewarded decision. Reported memory uncertainty is correlated with memory error, showing that people incorporate their trial-to-trial memory quality into rewarded decisions. Moreover, memory uncertainty can be combined with other sources of information; after inducing expectations (prior beliefs) about stimuli probabilities, we found that estimates became shifted toward expected colors, with the shift increasing with reported uncertainty. The data are best fit by models in which people incorporate their trial-to-trial memory uncertainty with potential rewards and prior beliefs. Our results suggest that WM represents uncertainty information, and that this can be combined with prior beliefs. This highlights the potential complexity of WM representations and shows that rewarded decision can be a powerful tool for examining WM and informing and constraining theoretical, computational, and neurobiological models of memory.
AB - Working memory (WM) plays an important role in action planning and decision making; however, both the informational content of memory and how that information is used in decisions remain poorly understood. To investigate this, we used a color WM task in which subjects viewed colored stimuli and reported both an estimate of a stimulus color and a measure of memory uncertainty, obtained through a rewarded decision. Reported memory uncertainty is correlated with memory error, showing that people incorporate their trial-to-trial memory quality into rewarded decisions. Moreover, memory uncertainty can be combined with other sources of information; after inducing expectations (prior beliefs) about stimuli probabilities, we found that estimates became shifted toward expected colors, with the shift increasing with reported uncertainty. The data are best fit by models in which people incorporate their trial-to-trial memory uncertainty with potential rewards and prior beliefs. Our results suggest that WM represents uncertainty information, and that this can be combined with prior beliefs. This highlights the potential complexity of WM representations and shows that rewarded decision can be a powerful tool for examining WM and informing and constraining theoretical, computational, and neurobiological models of memory.
KW - Metamemory
KW - Priors
KW - Reward
KW - Uncertainty
KW - Visual working memory
UR - http://www.scopus.com/inward/record.url?scp=85083182465&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85083182465&partnerID=8YFLogxK
U2 - 10.1073/pnas.1918143117
DO - 10.1073/pnas.1918143117
M3 - Article
C2 - 32229572
AN - SCOPUS:85083182465
SN - 0027-8424
VL - 117
SP - 8391
EP - 8397
JO - Proceedings of the National Academy of Sciences of the United States of America
JF - Proceedings of the National Academy of Sciences of the United States of America
IS - 15
ER -