Cited by 57Memory and Neural MechanismsMemory Processes and InfluencesCognitive Functions and Memory

Retrieval-based model accounts for striking profile of episodic memory and generalization

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Banino, Andrea, Koster, Raphael, Hassabis, Demis, Kumaran, Dharshan·2016·Scientific Reports

Abstract

A fundamental theoretical tension exists between the role of the hippocampus in generalizing across a set of related episodes, and in supporting memory for individual episodes. Whilst the former requires an appreciation of the commonalities across episodes, the latter emphasizes the representation of the specifics of individual experiences. We developed a novel version of the hippocampal-dependent paired associate inference (PAI) paradigm, which afforded us the unique opportunity to investigate the relationship between episodic memory and generalization in parallel. Across four experiments, we provide surprising evidence that the overlap between object pairs in the PAI paradigm results in a marked loss of episodic memory. Critically, however, we demonstrate that superior generalization ability was associated with stronger episodic memory. Through computational simulations we show that this striking profile of behavioral findings is best accounted for by a mechanism by which generalization occurs at the point of retrieval, through the recombination of related episodes on the fly. Taken together, our study offers new insights into the intricate relationship between episodic memory and generalization, and constrains theories of the mechanisms by which the hippocampus supports generalization.

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References 53 · Cited by 57

Research works printed but not linked: 3

  1. Cohen N. J. & Eichenbaum H. Memory, Amnesia, and the Hippocampal System. (MIT Press, 1993).
  2. Burgess N. In The Hippocampus Book (eds. Bliss T., Andersen P., Amaral D. G., Morris R. G. & O’Keefe J.) 715– 751 (Oxford University Press, 2006).
  3. Kruschke J. K. Doing Bayesian Data Analysis, Second Edition: A Tutorial with R, JAGS, and Stan. (Academic Press/Elsevier, 2015).

Authors
Banino, A., Koster, R., Hassabis, D., & Kumaran, D.
Affiliations
Google DeepMind (United Kingdom) (GB)
Corresponding author
Kumaran, Dharshan
Venue
Scientific Reports
Published
2016-08-11
Volume
6
Issue
1
Pages
31330-31330
ISSN
2045-2322 (ISSN-L)
OpenAlex
W2508916483
Cited by
57
References
53
Citations by year
2026: 4 · 2025: 10 · 2024: 9 · 2023: 8 · 2022: 3 · 2021: 9 · 2020: 10 · 2019: 2 · 2018: 1 · 2017: 1
FWCI
0.85
Type
journal article
Language
en
Open access
Locations
  • Scientific Reports (publishedVersion, cc-by-sa)
  • Europe PMC (PubMed Central) (publishedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
Funders
Wellcome Trust
Topics
  • Life Sciences › Neuroscience › Cognitive Neuroscience › Memory and Neural Mechanisms
  • Life Sciences › Neuroscience › Cognitive Neuroscience › Memory Processes and Influences
  • Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Functions and Memory
Keywords
episodic memory, generalization, hippocampus, memory retrieval, computational modeling
MeSH terms
Bayes Theorem, Computer Simulation, Female, Generalization, Psychological, Hippocampus, Humans, Male, Logistic Models, Memory, Episodic

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