Back

Uncertainty is Maintained and Used in Working Memory

Yoo, A. H.; Acerbi, L.; Ma, W. J.

2020-10-08 neuroscience
10.1101/2020.10.06.328310 bioRxiv
Show abstract

1What are the contents of working memory? In both behavioral and neural computational models, a working memory representation is typically described by a single number, namely a point estimate of a stimulus. Here, we asked if people also maintain the uncertainty associated with a memory, and if people use this uncertainty in subsequent decisions. We collected data in a two-condition orientation change detection task; while both conditions measured whether people used memory uncertainty, only one required maintaining it. For each condition, we compared an optimal Bayesian observer model, in which the observer uses an accurate representation of uncertainty in their decision, to one in which the observer does not. We find that this "Use Uncertainty" model fits better for all participants in both conditions. In the first condition, this result suggests that people use uncertainty optimally in a working memory task when that uncertainty information is available at the time of decision, confirming earlier results. Critically, the results of the second condition suggest that this uncertainty information was maintained in working memory. We test model variants and find that our conclusions do not depend on our assumptions about the observers encoding process, inference process, or decision rule. Our results provide evidence that people have uncertainty that reflects their memory precision on an item-specific level, maintain this information over a working memory delay, and use it implicitly in a way consistent with an optimal observer. These results challenge existing computational models of working memory to update their frameworks to represent uncertainty.

Matching journals

The top 4 journals account for 50% of the predicted probability mass.

1
Psychological Review
19 papers in training set
Top 0.1%
21.9%
2
PLOS Computational Biology
1633 papers in training set
Top 1%
18.1%
3
eLife
5422 papers in training set
Top 7%
9.8%
4
Proceedings of the National Academy of Sciences
2130 papers in training set
Top 9%
7.0%
50% of probability mass above
5
Nature Human Behaviour
85 papers in training set
Top 0.6%
4.7%
6
Cognition
44 papers in training set
Top 0.1%
4.7%
7
eneuro
389 papers in training set
Top 2%
4.7%
8
Scientific Reports
3102 papers in training set
Top 29%
4.2%
9
The Journal of Neuroscience
928 papers in training set
Top 5%
2.3%
10
Journal of Cognitive Neuroscience
119 papers in training set
Top 0.7%
2.0%
11
Communications Psychology
20 papers in training set
Top 0.1%
1.8%
12
Behavioral Neuroscience
25 papers in training set
Top 0.2%
1.4%
13
Nature Communications
4913 papers in training set
Top 57%
1.2%
14
Psychological Science
14 papers in training set
Top 0.1%
1.1%
15
Hippocampus
46 papers in training set
Top 0.3%
0.9%
16
PLOS ONE
4510 papers in training set
Top 65%
0.9%
17
Journal of Experimental Psychology: General
20 papers in training set
Top 0.1%
0.8%
18
Journal of Vision
92 papers in training set
Top 0.4%
0.8%
19
Journal of Neurophysiology
263 papers in training set
Top 0.9%
0.8%
20
Learning & Memory
23 papers in training set
Top 0.2%
0.7%
21
Attention, Perception, & Psychophysics
17 papers in training set
Top 0.2%
0.6%
22
Philosophical Transactions of the Royal Society B
51 papers in training set
Top 7%
0.6%
23
Neural Computation
36 papers in training set
Top 0.9%
0.6%