The neurobehavioral correlates of exploration without learning: Trading off value for explicit, prospective, and variable information gains

Summary: Exploration is typically motivated by gaining information, with previous research showing that potential information gains drive a “directed” type of exploration. Yet, this research usually studies exploration in the context of learning paradigms and does not directly manipulate multiple le...

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Main Authors: Kristoffer C. Aberg, Rony Paz
Format: Article
Language:English
Published: Elsevier 2024-03-01
Series:Cell Reports
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2211124724002080
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author Kristoffer C. Aberg
Rony Paz
author_facet Kristoffer C. Aberg
Rony Paz
author_sort Kristoffer C. Aberg
collection DOAJ
description Summary: Exploration is typically motivated by gaining information, with previous research showing that potential information gains drive a “directed” type of exploration. Yet, this research usually studies exploration in the context of learning paradigms and does not directly manipulate multiple levels of information gain. Here, we present a task that isolates learning from decision-making and controls the magnitude of prospective information gains. As predicted, participants explore more with larger future information gains. Both value gains and information gains, at a trial-by-trial level, engage the ventromedial prefrontal cortex (vmPFC), the ventral striatum (VStr), the amygdala, the dorsal anterior cingulate cortex (dACC), and the anterior insula (aINS). Moreover, individual sensitivities to value gains and information gains modulate the vmPFC, dACC, and aINS, but the amygdala and VStr are modulated only by individual sensitivities to information gains. Overall, we identify the neural circuitry of information-based exploration and its relationship with inter-individual exploration biases.
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spelling doaj.art-7208a2fd9e244aecacaa7ee57593581b2024-02-29T05:19:06ZengElsevierCell Reports2211-12472024-03-01433113880The neurobehavioral correlates of exploration without learning: Trading off value for explicit, prospective, and variable information gainsKristoffer C. Aberg0Rony Paz1Department of Brain Sciences, Weizmann Institute of Science, Rehovot 76100, Israel; Corresponding authorDepartment of Brain Sciences, Weizmann Institute of Science, Rehovot 76100, IsraelSummary: Exploration is typically motivated by gaining information, with previous research showing that potential information gains drive a “directed” type of exploration. Yet, this research usually studies exploration in the context of learning paradigms and does not directly manipulate multiple levels of information gain. Here, we present a task that isolates learning from decision-making and controls the magnitude of prospective information gains. As predicted, participants explore more with larger future information gains. Both value gains and information gains, at a trial-by-trial level, engage the ventromedial prefrontal cortex (vmPFC), the ventral striatum (VStr), the amygdala, the dorsal anterior cingulate cortex (dACC), and the anterior insula (aINS). Moreover, individual sensitivities to value gains and information gains modulate the vmPFC, dACC, and aINS, but the amygdala and VStr are modulated only by individual sensitivities to information gains. Overall, we identify the neural circuitry of information-based exploration and its relationship with inter-individual exploration biases.http://www.sciencedirect.com/science/article/pii/S2211124724002080CP: Neuroscience
spellingShingle Kristoffer C. Aberg
Rony Paz
The neurobehavioral correlates of exploration without learning: Trading off value for explicit, prospective, and variable information gains
Cell Reports
CP: Neuroscience
title The neurobehavioral correlates of exploration without learning: Trading off value for explicit, prospective, and variable information gains
title_full The neurobehavioral correlates of exploration without learning: Trading off value for explicit, prospective, and variable information gains
title_fullStr The neurobehavioral correlates of exploration without learning: Trading off value for explicit, prospective, and variable information gains
title_full_unstemmed The neurobehavioral correlates of exploration without learning: Trading off value for explicit, prospective, and variable information gains
title_short The neurobehavioral correlates of exploration without learning: Trading off value for explicit, prospective, and variable information gains
title_sort neurobehavioral correlates of exploration without learning trading off value for explicit prospective and variable information gains
topic CP: Neuroscience
url http://www.sciencedirect.com/science/article/pii/S2211124724002080
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