Literature DB >> 30667262

Should we control? The interplay between cognitive control and information integration in the resolution of the exploration-exploitation dilemma.

Irene Cogliati Dezza1, Axel Cleeremans1, William Alexander2.   

Abstract

In their daily decisions, humans and animals are often confronted with the conflicting choice of opting either for a rewarding familiar option (i.e., exploitation) or for a novel, uncertain option that may, however, yield a better reward in the near future (i.e., exploration). Despite extensive research, the cognitive mechanisms that subtend the manner in which humans solve this exploration-exploitation dilemma are still poorly understood. In this study, we challenge the popular assumption that exploitation is a global default strategy that must be suppressed by means of cognitive control mechanisms so as to enable exploratory strategies. To do so, we asked participants to engage in a challenging working memory task while performing repeated choices in a gambling task. Results showed that manipulating cognitive control resources exclusively hindered participants' ability to explore the environment in a directed, intentional manner. Moreover, under certain scenarios, adopting exploitative strategies was also dependent on the availability of cognitive control resources. Additional analyses using a recent computational model of information integration suggests that increasing cognitive load specifically interferes with the ability to combine reward and information in order to inform choices. Our results shed light on the cognitive mechanisms that underpin the resolution of the dilemma and provide a formal foundation through which to explore pathologies of goal-directed behavior. (PsycINFO Database Record (c) 2019 APA, all rights reserved).

Entities:  

Mesh:

Year:  2019        PMID: 30667262     DOI: 10.1037/xge0000546

Source DB:  PubMed          Journal:  J Exp Psychol Gen        ISSN: 0022-1015


  8 in total

Review 1.  From exploration to exploitation: a shifting mental mode in late life development.

Authors:  R Nathan Spreng; Gary R Turner
Journal:  Trends Cogn Sci       Date:  2021-09-27       Impact factor: 20.229

2.  Humans adaptively resolve the explore-exploit dilemma under cognitive constraints: Evidence from a multi-armed bandit task.

Authors:  Vanessa M Brown; Michael N Hallquist; Michael J Frank; Alexandre Y Dombrovski
Journal:  Cognition       Date:  2022-07-30

3.  Independent and interacting value systems for reward and information in the human brain.

Authors:  Irene Cogliati Dezza; Axel Cleeremans; William H Alexander
Journal:  Elife       Date:  2022-04-13       Impact factor: 8.713

4.  Balancing exploration and exploitation with information and randomization.

Authors:  Robert C Wilson; Elizabeth Bonawitz; Vincent D Costa; R Becket Ebitz
Journal:  Curr Opin Behav Sci       Date:  2020-11-06

5.  Exploration heuristics decrease during youth.

Authors:  Magda Dubois; Aislinn Bowler; Madeleine E Moses-Payne; Johanna Habicht; Rani Moran; Nikolaus Steinbeis; Tobias U Hauser
Journal:  Cogn Affect Behav Neurosci       Date:  2022-05-19       Impact factor: 3.526

6.  Value-free random exploration is linked to impulsivity.

Authors:  Magda Dubois; Tobias U Hauser
Journal:  Nat Commun       Date:  2022-08-04       Impact factor: 17.694

7.  Distinct motivations to seek out information in healthy individuals and problem gamblers.

Authors:  Irene Cogliati Dezza; Xavier Noel; Axel Cleeremans; Angela J Yu
Journal:  Transl Psychiatry       Date:  2021-07-26       Impact factor: 6.222

8.  Human complex exploration strategies are enriched by noradrenaline-modulated heuristics.

Authors:  Magda Dubois; Johanna Habicht; Jochen Michely; Rani Moran; Ray J Dolan; Tobias U Hauser
Journal:  Elife       Date:  2021-01-04       Impact factor: 8.713

  8 in total

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