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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2016-11-01
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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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