Literature DB >> 28920071

Predicting the Past, Remembering the Future.

Samuel J Gershman1.   

Abstract

Rational analyses of memory suggest that retrievability of past experience depends on its usefulness for predicting the future: memory is adapted to the temporal structure of the environment. Recent research has enriched this view by applying it to semantic memory and reinforcement learning. This paper describes how multiple forms of memory can be linked via common predictive principles, possibly subserved by a shared neural substrate in the hippocampus. Predictive principles offer an explanation for a wide range of behavioral and neural phenomena, including semantic fluency, temporal contiguity effects in episodic memory, and the topological properties of hippocampal place cells.

Entities:  

Keywords:  Successor representation; hippocampus; rational analysis; temporal context

Year:  2017        PMID: 28920071      PMCID: PMC5595248          DOI: 10.1016/j.cobeha.2017.05.025

Source DB:  PubMed          Journal:  Curr Opin Behav Sci        ISSN: 2352-1546


  62 in total

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Journal:  J Neurosci       Date:  1999-07-01       Impact factor: 6.167

Review 2.  Spike timing-dependent plasticity: a Hebbian learning rule.

Authors:  Natalia Caporale; Yang Dan
Journal:  Annu Rev Neurosci       Date:  2008       Impact factor: 12.449

Review 3.  A neural substrate of prediction and reward.

Authors:  W Schultz; P Dayan; P R Montague
Journal:  Science       Date:  1997-03-14       Impact factor: 47.728

4.  Memory formation and long-term retention in humans and animals: convergence towards a transformation account of hippocampal-neocortical interactions.

Authors:  Gordon Winocur; Morris Moscovitch; Bruno Bontempi
Journal:  Neuropsychologia       Date:  2010-04-27       Impact factor: 3.139

5.  Similarity breeds proximity: pattern similarity within and across contexts is related to later mnemonic judgments of temporal proximity.

Authors:  Youssef Ezzyat; Lila Davachi
Journal:  Neuron       Date:  2014-03-05       Impact factor: 17.173

6.  The hippocampus and memory for orderly stimulus relations.

Authors:  J A Dusek; H Eichenbaum
Journal:  Proc Natl Acad Sci U S A       Date:  1997-06-24       Impact factor: 11.205

7.  Shaping of object representations in the human medial temporal lobe based on temporal regularities.

Authors:  Anna C Schapiro; Lauren V Kustner; Nicholas B Turk-Browne
Journal:  Curr Biol       Date:  2012-08-09       Impact factor: 10.834

Review 8.  Reinforcement Learning and Episodic Memory in Humans and Animals: An Integrative Framework.

Authors:  Samuel J Gershman; Nathaniel D Daw
Journal:  Annu Rev Psychol       Date:  2016-09-02       Impact factor: 24.137

9.  Losing sight of the future: Impaired semantic prospection following medial temporal lobe lesions.

Authors:  Elizabeth Race; Margaret M Keane; Mieke Verfaellie
Journal:  Hippocampus       Date:  2012-11-29       Impact factor: 3.899

10.  A map of abstract relational knowledge in the human hippocampal-entorhinal cortex.

Authors:  Mona M Garvert; Raymond J Dolan; Timothy Ej Behrens
Journal:  Elife       Date:  2017-04-27       Impact factor: 8.140

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  10 in total

1.  The Successor Representation: Its Computational Logic and Neural Substrates.

Authors:  Samuel J Gershman
Journal:  J Neurosci       Date:  2018-07-13       Impact factor: 6.167

Review 2.  The power of negative and positive episodic memories.

Authors:  Samantha E Williams; Jaclyn H Ford; Elizabeth A Kensinger
Journal:  Cogn Affect Behav Neurosci       Date:  2022-06-14       Impact factor: 3.526

Review 3.  Deliberating trade-offs with the future.

Authors:  Adam Bulley; Daniel L Schacter
Journal:  Nat Hum Behav       Date:  2020-03-17

4.  The spatiotemporal organization of experience dictates hippocampal involvement in primary visual cortical plasticity.

Authors:  Peter S B Finnie; Robert W Komorowski; Mark F Bear
Journal:  Curr Biol       Date:  2021-07-26       Impact factor: 10.900

5.  Planning and navigation as active inference.

Authors:  Raphael Kaplan; Karl J Friston
Journal:  Biol Cybern       Date:  2018-03-23       Impact factor: 2.086

6.  Prediction and memory: A predictive coding account.

Authors:  Helen C Barron; Ryszard Auksztulewicz; Karl Friston
Journal:  Prog Neurobiol       Date:  2020-05-21       Impact factor: 11.685

7.  Subthreshold Fear Conditioning Produces a Rapidly Developing Neural Mechanism that Primes Subsequent Learning.

Authors:  Kehinde E Cole; Jessica Lee; Michael Davis; Ryan G Parsons
Journal:  eNeuro       Date:  2019-06-27

8.  Visual object recognition is facilitated by temporal community structure.

Authors:  Ehsan Kakaei; Stepan Aleshin; Jochen Braun
Journal:  Learn Mem       Date:  2021-04-15       Impact factor: 2.460

9.  Degeneracy and Redundancy in Active Inference.

Authors:  Noor Sajid; Thomas Parr; Thomas M Hope; Cathy J Price; Karl J Friston
Journal:  Cereb Cortex       Date:  2020-10-01       Impact factor: 5.357

10.  Optimal forgetting: Semantic compression of episodic memories.

Authors:  David G Nagy; Balázs Török; Gergő Orbán
Journal:  PLoS Comput Biol       Date:  2020-10-15       Impact factor: 4.475

  10 in total

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