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

https://doi.org/10.1037/xge0000546
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/cne.20723openalex-snapshot
Adaptive gain and the role of the locus coeruleus–norepinephrine system in optimal performance
inferredcites →https://doi.org/10.1006/brcg.1999.1096openalex-snapshot
Maintenance versus Manipulation of Information Held in Working Memory: An Event-Related fMRI Study
inferredcites →https://doi.org/10.1016/b978-0-444-62604-2.00022-8openalex-snapshot
Medial prefrontal cortex and the adaptive regulation of reinforcement learning parameters
inferredcites →https://doi.org/10.1016/j.neuron.2005.04.026openalex-snapshot
Uncertainty, Neuromodulation, and Attention
inferredcites →https://doi.org/10.1016/j.neuron.2009.05.014openalex-snapshot
How Green Is the Grass on the Other Side? Frontopolar Cortex and the Evidence in Favor of Alternative Courses of Action
inferredcites →https://doi.org/10.1016/j.neuron.2011.12.025openalex-snapshot
Rostrolateral Prefrontal Cortex and Individual Differences in Uncertainty-Driven Exploration
inferredcites →https://doi.org/10.1017/s1930297500005659openalex-snapshot
Strategies for exploration in the domain of losses
inferredcites →https://doi.org/10.1037/a0020666openalex-snapshot
The central executive as a search process: Priming exploration and exploitation across domains.
inferredcites →https://doi.org/10.1037/a0033037openalex-snapshot
Dissociable roles of different types of working memory load in visual detection.
inferredcites →https://doi.org/10.1037/a0038199openalex-snapshot
Humans use directed and random exploration to solve the explore–exploit dilemma.
inferredcites →https://doi.org/10.1037/dec0000033openalex-snapshot
Unpacking the exploration–exploitation tradeoff: A synthesis of human and animal literatures.
inferredcites →https://doi.org/10.1037/xge0000250openalex-snapshot
Charting the expansion of strategic exploratory behavior during adolescence.
inferredcites →https://doi.org/10.1038/nn.2342openalex-snapshot
Prefrontal and striatal dopaminergic genes predict individual differences in exploration and exploitation
inferredcites →https://doi.org/10.1038/nn1560openalex-snapshot
Uncertainty-based competition between prefrontal and dorsolateral striatal systems for behavioral control
inferredcites →https://doi.org/10.1038/npp.2014.193openalex-snapshot
Dopamine, Locus of Control, and the Exploration-Exploitation Tradeoff
inferredcites →https://doi.org/10.1038/npp.2017.108openalex-snapshot
A Primer on Foraging and the Explore/Exploit Trade-Off for Psychiatry Research
inferredcites →https://doi.org/10.1038/s41598-017-17237-wopenalex-snapshot
Learning the value of information and reward over time when solving exploration-exploitation problems
inferredcites →https://doi.org/10.1080/00031305.1981.10479327openalex-snapshot
Rank Transformations as a Bridge Between Parametric and Nonparametric Statistics
inferredcites →https://doi.org/10.1080/027249898391413openalex-snapshot
Random Generation and the Executive Control of Working Memory
inferredcites →https://doi.org/10.1090/s0002-9904-1952-09620-8openalex-snapshot
Some aspects of the sequential design of experiments
inferredcites →https://doi.org/10.1093/cercor/11.9.796openalex-snapshot
Neural Correlates of Dual Task Interference Can be Dissociated from Those of Divided Attention: an fMRI Study
inferredcites →https://doi.org/10.1093/cercor/bhr332openalex-snapshot
Frontal Theta Reflects Uncertainty and Unexpectedness during Exploration and Exploitation
inferredcites →https://doi.org/10.1098/rstb.2007.2098openalex-snapshot
Should I stay or should I go? How the human brain manages the trade-off between exploitation and exploration
inferredcites →https://doi.org/10.1109/tnn.1998.712192openalex-snapshot
Reinforcement Learning: An Introduction
inferredcites →https://doi.org/10.1126/science.1088545openalex-snapshot
The Architecture of Cognitive Control in the Human Prefrontal Cortex
inferredcites →https://doi.org/10.1146/annurev.neuro.24.1.167openalex-snapshot
An Integrative Theory of Prefrontal Cortex Function
inferredcites →https://doi.org/10.1162/jocn.2010.21548openalex-snapshot
Pupil Diameter Predicts Changes in the Exploration–Exploitation Trade-off: Evidence for the Adaptive Gain Theory
inferredcites →https://doi.org/10.1214/aos/1176344136openalex-snapshot
Estimating the Dimension of a Model
inferredcites →https://doi.org/10.1371/journal.pcbi.1001048openalex-snapshot
Risk, Unexpected Uncertainty, and Estimation Uncertainty: Bayesian Learning in Unstable Settings
inferredcites →https://doi.org/10.1371/journal.pone.0176034openalex-snapshot
The effect of atomoxetine on random and directed exploration in humans
inferredcites →https://doi.org/10.3389/fnhum.2011.00189openalex-snapshot
Inferring Relevance in a Changing World
inferredcites →https://doi.org/10.3389/fnins.2012.00009openalex-snapshot
Dopaminergic control of the exploration-exploitation trade-off via the basal ganglia
inferredcites →https://doi.org/10.3758/bf03196169openalex-snapshot
The cocktail party phenomenon revisited: The importance of working memory capacity
inferredcites →https://doi.org/10.3758/s13415-014-0260-4openalex-snapshot
Physiological and behavioral signatures of reflective exploratory choice
inferredcites →https://doi.org/10.7551/mitpress/9529.003.0020openalex-snapshot
Convergent and Divergent Operations in Cognitive Search
inferredcites →https://doi.org/10.7551/mitpress/9780262016438.001.0001openalex-snapshot
Neural Basis of Motivational and Cognitive Control
inferredcites →https://doi.org/10.7554/elife.27430openalex-snapshot
A causal role for right frontopolar cortex in directed, but not random, exploration

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.2139/ssrn.4669635openalex-extracted
Improving Competitiveness: A Freelancer-Centric Approach for Recommending Reskilling Strategies
inferred← citeshttps://doi.org/10.2139/ssrn.4795333openalex-extracted
Multiple Organizational Goal Conflicts And Innovation: Does Alignment Help or Hurt?
inferred← citeshttps://doi.org/10.1016/j.cobeha.2020.07.006openalex-snapshot
Neural circuitry of information seeking
inferred← citeshttps://doi.org/10.1016/j.cobeha.2020.10.001openalex-snapshot
Balancing exploration and exploitation with information and randomization
inferred← citeshttps://doi.org/10.1016/j.cognition.2022.105233openalex-snapshot
Humans adaptively resolve the explore-exploit dilemma under cognitive constraints: Evidence from a multi-armed bandit task
inferred← citeshttps://doi.org/10.1016/j.cognition.2025.106124openalex-snapshot
Observational learning of exploration-exploitation strategies in bandit tasks
inferred← citeshttps://doi.org/10.1016/j.neubiorev.2026.106650openalex-snapshot
Pain as muse: How creative acts flourish in the shadow of struggle
inferred← citeshttps://doi.org/10.1016/j.neuropsychologia.2023.108740openalex-snapshot
Exploration versus exploitation decisions in the human brain: A systematic review of functional neuroimaging and neuropsychological studies.
inferred← citeshttps://doi.org/10.1016/j.tics.2019.12.015openalex-snapshot
Overarching States of Mind
inferred← citeshttps://doi.org/10.1016/j.tics.2021.09.001openalex-snapshot
From exploration to exploitation: a shifting mental mode in late life development
inferred← citeshttps://doi.org/10.1016/j.tins.2023.02.001openalex-snapshot
Maladaptive explore/exploit trade-offs in schizophrenia
inferred← citeshttps://doi.org/10.1017/9781009026949.009openalex-snapshot
Representational Exchange in Human Social Learning
inferred← citeshttps://doi.org/10.1017/9781009026949.014openalex-snapshot
Future Challenges
inferred← citeshttps://doi.org/10.1037/dev0001529openalex-snapshot
Changes in adaptation to time horizons across development.
inferred← citeshttps://doi.org/10.1038/s41398-021-01523-3openalex-snapshot
Distinct motivations to seek out information in healthy individuals and problem gamblers
inferred← citeshttps://doi.org/10.1038/s41467-022-31918-9openalex-snapshot
Value-free random exploration is linked to impulsivity
inferred← citeshttps://doi.org/10.1038/s41467-025-58365-6openalex-snapshot
Adaptive mechanisms of social and asocial learning in immersive collective foraging
inferred← citeshttps://doi.org/10.1038/s41562-023-01662-1openalex-snapshot
Developmental changes in exploration resemble stochastic optimization
inferred← citeshttps://doi.org/10.1038/s41598-022-07901-1openalex-snapshot
Time pressure changes how people explore and respond to uncertainty
inferred← citeshttps://doi.org/10.1038/s41598-025-09152-2openalex-snapshot
Model-based exploration is measurable across tasks but not linked to personality and psychiatric assessments
inferred← citeshttps://doi.org/10.1073/pnas.2404928121openalex-snapshot
Humans flexibly integrate social information despite interindividual differences in reward
inferred← citeshttps://doi.org/10.1080/0267257x.2022.2078863openalex-snapshot
Assortment levels, pupillary response, and product preference
inferred← citeshttps://doi.org/10.1101/2020.02.19.955989openalex-snapshot
Distinct motivations to seek out information in healthy and addicted individuals
inferred← citeshttps://doi.org/10.1101/2020.02.20.958025openalex-snapshot
Human complex exploration strategies are extended via noradrenaline-modulated heuristics
inferred← citeshttps://doi.org/10.1101/2020.05.04.075739openalex-snapshot
Independent and Interacting Value Systems for Reward and Information in the Human Brain
inferred← citeshttps://doi.org/10.1101/2020.06.11.146019openalex-snapshot
Tabula-rasa exploration decreases during youth and is linked to ADHD symptoms
inferred← citeshttps://doi.org/10.1101/2022.06.24.497481openalex-snapshot
Control Limited Perceptual Decision Making
inferred← citeshttps://doi.org/10.1111/cdev.14070openalex-snapshot
Exploration, exploitation, and development: Developmental shifts in decision-making
inferred← citeshttps://doi.org/10.1111/desc.13095openalex-snapshot
Development of directed and random exploration in children
inferred← citeshttps://doi.org/10.1111/ejn.70081openalex-snapshot
Meta‐Analysis Reveals That Explore–Exploit Decisions Are Dissociable by Activation in the Dorsal Lateral Prefrontal Cortex, Anterior Insula, and Dorsal Anterior Cingulate Cortex
inferred← citeshttps://doi.org/10.1111/poms.14027openalex-snapshot
Unpacking the cognitive processes of the boundedly rational newsvendor
inferred← citeshttps://doi.org/10.1142/s1363919623500457openalex-snapshot
ALWAYS DESIRE MORE? CEO PERCEPTIONS OF RELATIVE COMPENSATION, RISK PROPENSITY, AND INNOVATION IN SMEs
inferred← citeshttps://doi.org/10.1146/annurev-psych-021524-110810openalex-snapshot
Unifying Principles of Generalization: Past, Present, and Future
inferred← citeshttps://doi.org/10.1186/s12888-025-06837-wopenalex-snapshot
A review on exploration–exploitation trade-off in psychiatric disorders
inferred← citeshttps://doi.org/10.1201/9780203164587.ch3openalex-snapshot
Principles of human learning
inferred← citeshttps://doi.org/10.1353/phl.2023.a899681openalex-snapshot
Enactment or Exploration: Two Roles for Philosophy in the Novel of Ideas
inferred← citeshttps://doi.org/10.1371/journal.pcbi.1008149openalex-snapshot
Similarities and differences in spatial and non-spatial cognitive maps
inferred← citeshttps://doi.org/10.1371/journal.pcbi.1014504openalex-snapshot
Representational capacity shapes both the “whether” and “how” of social learning
inferred← citeshttps://doi.org/10.1371/journal.pone.0316347openalex-snapshot
Age-related change in inhibitory processes when controlling working memory capacity and processing speed: A confirmatory factor analysis
inferred← citeshttps://doi.org/10.31234/osf.io/6uz9qopenalex-snapshot
Unifying principles of generalization: past, present, and future
inferred← citeshttps://doi.org/10.31234/osf.io/9f4k3openalex-snapshot
Developmental changes resemble stochastic optimization
inferred← citeshttps://doi.org/10.31234/osf.io/dsw7qopenalex-snapshot
Time pressure changes how people explore and respond to uncertainty
inferred← citeshttps://doi.org/10.31234/osf.io/e4g3qopenalex-snapshot
Humans flexibly integrate social information despite interindividual differences in reward
inferred← citeshttps://doi.org/10.31234/osf.io/e9azwopenalex-snapshot
Balancing exploration and exploitation with information and randomization
inferred← citeshttps://doi.org/10.31234/osf.io/ngzea_v1openalex-snapshot
Prioritization of Perceptual Decisions
inferred← citeshttps://doi.org/10.31234/osf.io/rm52copenalex-snapshot
Representational exchange in human social learning: Balancing efficiency and flexibility
inferred← citeshttps://doi.org/10.31234/osf.io/td8xhopenalex-snapshot
Exploring the Unexplored: Worry as a Catalyst for Exploratory Behavior in Anxiety and Depression
inferred← citeshttps://doi.org/10.31234/osf.io/td8xh_v2openalex-snapshot
Exploring the Unexplored: Worry as a Catalyst for Exploratory Behavior in Anxiety and Depression
inferred← citeshttps://doi.org/10.31234/osf.io/tgq95openalex-snapshot
On the virtues of fragile self-control: Boredom as a catalyst for adaptive behavior regulation
inferred← citeshttps://doi.org/10.31234/osf.io/z2648openalex-snapshot
Compositionality Under Time Pressure
inferred← citeshttps://doi.org/10.3389/fnins.2022.805658openalex-snapshot
Does Amount of Information Support Aesthetic Values?
inferred← citeshttps://doi.org/10.3389/fpsyg.2022.797645openalex-snapshot
Resolving Strategic Dilemmas in Ambidextrous Organizations: An Integrated Second-Order Factor Model Perspective
inferred← citeshttps://doi.org/10.3758/s13415-022-01009-9openalex-snapshot
Exploration heuristics decrease during youth
inferred← citeshttps://doi.org/10.70675/00c1bddcz9744z41e7z9e15z0670b51418c7openalex-snapshot
Mesurer et évaluer la créativité : vers un axe de "disruptivité" et son opérationnalisation dans le processus d'idéation
inferred← citeshttps://doi.org/10.70675/f81a6b5azb9f0z4d47z8842zaa6a65cb8e42openalex-snapshot
Computational modelling of the variability and regulation of reinforcement learning and the associated dopaminergic signalling in Rats
inferred← citeshttps://doi.org/10.7554/elife.59907openalex-snapshot
Human complex exploration strategies are enriched by noradrenaline-modulated heuristics
inferred← citeshttps://doi.org/10.7554/elife.66358openalex-snapshot
Independent and interacting value systems for reward and information in the human brain
inferred← citeshttps://doi.org/10.7554/elife.94231.2openalex-snapshot
Human Exploration Strategically Balances Approaching and Avoiding Uncertainty
inferred← citeshttps://doi.org/10.7554/elife.94231.3openalex-snapshot
Human exploration strategically balances approaching and avoiding uncertainty
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