Human Representation Learning.
Journal
Annual review of neuroscience
ISSN: 1545-4126
Titre abrégé: Annu Rev Neurosci
Pays: United States
ID NLM: 7804039
Informations de publication
Date de publication:
08 07 2021
08 07 2021
Historique:
pubmed:
18
3
2021
medline:
26
10
2021
entrez:
17
3
2021
Statut:
ppublish
Résumé
The central theme of this review is the dynamic interaction between information selection and learning. We pose a fundamental question about this interaction: How do we learn what features of our experiences are worth learning about? In humans, this process depends on attention and memory, two cognitive functions that together constrain representations of the world to features that are relevant for goal attainment. Recent evidence suggests that the representations shaped by attention and memory are themselves inferred from experience with each task. We review this evidence and place it in the context of work that has explicitly characterized representation learning as statistical inference. We discuss how inference can be scaled to real-world decisions by approximating beliefs based on a small number of experiences. Finally, we highlight some implications of this inference process for human decision-making in social environments.
Identifiants
pubmed: 33730510
doi: 10.1146/annurev-neuro-092920-120559
pmc: PMC9707489
mid: NIHMS1850900
doi:
Types de publication
Journal Article
Research Support, N.I.H., Extramural
Research Support, U.S. Gov't, Non-P.H.S.
Review
Langues
eng
Sous-ensembles de citation
IM
Pagination
253-273Subventions
Organisme : NIMH NIH HHS
ID : R01 MH119511
Pays : United States
Organisme : NIMH NIH HHS
ID : R21 MH120798
Pays : United States
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