A Unified Theoretical Framework for Cognitive Sequencing

The capacity to sequence information is central to human performance. Sequencing ability forms the foundation stone for higher order cognition related to language and goal-directed planning. Information related to the order of items, their timing, chunking and hierarchical organization are important...

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Main Authors: Tejas Savalia, Anuj Kumar Shukla, Raju Surampudi Bapi
Format: Article
Language:English
Published: Frontiers Media S.A. 2016-11-01
Series:Frontiers in Psychology
Subjects:
Online Access:http://journal.frontiersin.org/Journal/10.3389/fpsyg.2016.01821/full
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spelling doaj-1eb8cb2dc48a41f49bea71e6f82a494d2020-11-24T21:36:56ZengFrontiers Media S.A.Frontiers in Psychology1664-10782016-11-01710.3389/fpsyg.2016.01821225367A Unified Theoretical Framework for Cognitive SequencingTejas Savalia0Anuj Kumar Shukla1Raju Surampudi Bapi2Raju Surampudi Bapi3International Institute of Information TechnologyInternational Institute of Information TechnologyUniversity of HyderabadInternational Institute of Information TechnologyThe capacity to sequence information is central to human performance. Sequencing ability forms the foundation stone for higher order cognition related to language and goal-directed planning. Information related to the order of items, their timing, chunking and hierarchical organization are important aspects in sequencing. Past research on sequencing has emphasized two distinct and independent dichotomies: implicit versus explicit and goal-directed versus habits. We propose a theoretical framework unifying these two streams. Our proposal relies on brain's ability to implicitly extract statistical regularities from the stream of stimuli and with attentional engagement organizing sequences explicitly and hierarchically. Similarly, sequences that need to be assembled purposively to accomplish a goal require engagement of attentional processes. With repetition, these goal-directed plans become habits with concomitant disengagement of attention. Thus attention and awareness play a crucial role in the implicit-to-explicit transition as well as in how goal-directed plans become automatic habits. Cortico-subcortical loops ─ basal ganglia-frontal cortex and hippocampus-frontal cortex loops ─ mediate the transition process. We show how the computational principles of model-free and model-based learning paradigms, along with a pivotal role for attention and awareness, offer a unifying framework for these two dichotomies. Based on this framework, we make testable predictions related to the potential influence of response-to-stimulus interval (RSI) on developing awareness in implicit learning tasks.http://journal.frontiersin.org/Journal/10.3389/fpsyg.2016.01821/fullimplicit sequence learningexplicit sequence knowledgeHierarchical Reinforcement Learningmodel-free versus model-based learninghabitual and goal-directed behaviour
collection DOAJ
language English
format Article
sources DOAJ
author Tejas Savalia
Anuj Kumar Shukla
Raju Surampudi Bapi
Raju Surampudi Bapi
spellingShingle Tejas Savalia
Anuj Kumar Shukla
Raju Surampudi Bapi
Raju Surampudi Bapi
A Unified Theoretical Framework for Cognitive Sequencing
Frontiers in Psychology
implicit sequence learning
explicit sequence knowledge
Hierarchical Reinforcement Learning
model-free versus model-based learning
habitual and goal-directed behaviour
author_facet Tejas Savalia
Anuj Kumar Shukla
Raju Surampudi Bapi
Raju Surampudi Bapi
author_sort Tejas Savalia
title A Unified Theoretical Framework for Cognitive Sequencing
title_short A Unified Theoretical Framework for Cognitive Sequencing
title_full A Unified Theoretical Framework for Cognitive Sequencing
title_fullStr A Unified Theoretical Framework for Cognitive Sequencing
title_full_unstemmed A Unified Theoretical Framework for Cognitive Sequencing
title_sort unified theoretical framework for cognitive sequencing
publisher Frontiers Media S.A.
series Frontiers in Psychology
issn 1664-1078
publishDate 2016-11-01
description The capacity to sequence information is central to human performance. Sequencing ability forms the foundation stone for higher order cognition related to language and goal-directed planning. Information related to the order of items, their timing, chunking and hierarchical organization are important aspects in sequencing. Past research on sequencing has emphasized two distinct and independent dichotomies: implicit versus explicit and goal-directed versus habits. We propose a theoretical framework unifying these two streams. Our proposal relies on brain's ability to implicitly extract statistical regularities from the stream of stimuli and with attentional engagement organizing sequences explicitly and hierarchically. Similarly, sequences that need to be assembled purposively to accomplish a goal require engagement of attentional processes. With repetition, these goal-directed plans become habits with concomitant disengagement of attention. Thus attention and awareness play a crucial role in the implicit-to-explicit transition as well as in how goal-directed plans become automatic habits. Cortico-subcortical loops ─ basal ganglia-frontal cortex and hippocampus-frontal cortex loops ─ mediate the transition process. We show how the computational principles of model-free and model-based learning paradigms, along with a pivotal role for attention and awareness, offer a unifying framework for these two dichotomies. Based on this framework, we make testable predictions related to the potential influence of response-to-stimulus interval (RSI) on developing awareness in implicit learning tasks.
topic implicit sequence learning
explicit sequence knowledge
Hierarchical Reinforcement Learning
model-free versus model-based learning
habitual and goal-directed behaviour
url http://journal.frontiersin.org/Journal/10.3389/fpsyg.2016.01821/full
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