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Uncertainty and exploration.

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References

2002Finite-time Analysis of the Multiarmed Bandit Problem5,980 cited
2012Information-Theoretic Regret Bounds for Gaussian Process Optimization in the Bandit Setting2,098 cited
1993Decision field theory: A dynamic-cognitive approach to decision making in an uncertain environment.1,935 cited
2010Visual fixations and the computation and comparison of value in simple choice1,406 cited
2011An Empirical Evaluation of Thompson Sampling1,000 cited
2014Humans use directed and random exploration to solve the explore–exploit dilemma.578 cited
2015Unpacking the exploration–exploitation tradeoff: A synthesis of human and animal literatures.384 cited
2010The Drift Diffusion Model can account for the accuracy and reaction time of value-based choices under high and low time pressure321 cited
2017A meta-analytic review of two modes of learning and the description-experience gap.270 cited
2011Risk, Unexpected Uncertainty, and Estimation Uncertainty: Bayesian Learning in Unstable Settings266 cited
2016Charting the expansion of strategic exploratory behavior during adolescence.158 cited

Cited by

2020When Is More Uncertainty Better? A Model of Uncertainty Regulation and Effectiveness223 cited
2021Children are more exploratory and learn more than adults in an approach-avoid task150 cited

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2024

Using games to understand the mind

105 cited

2022Why and When Beliefs Change89 cited

2022Time pressure changes how people explore and respond to uncertainty84 cited

2024Dynamic computational phenotyping of human cognition71 cited

2022Trait somatic anxiety is associated with reduced directed exploration and underestimation of uncertainty52 cited

2023The Future of Decisions From Experience: Connecting Real-World Decision Problems to Cognitive Processes43 cited

2020Inference and Search on Graph-Structured Spaces26 cited

2022Chasing Unknown Bandits: Uncertainty Guidance in Learning and Decision Making23 cited

2022People adaptively use information to improve their internal states and external outcomes19 cited

2021Trait Somatic Anxiety is Associated With Reduced Directed Exploration and Underestimation of Uncertainty18 cited

2024Reviewing explore/exploit decision-making as a transdiagnostic target for psychosis, depression, and anxiety17 cited

2023The form of uncertainty affects selection for social learning15 cited

2021Time pressure changes how people explore and respond to uncertainty14 cited

2023The effects of time horizon and guided choices on explore–exploit decisions in rodents.13 cited