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Multifaceted confidence in exploratory choice.

Oleg Solopchuk1,2, Peter Dayan1,2

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Summary
This summary is machine-generated.

In exploration-exploitation tasks, researchers found that confidence in immediate versus total rewards did not differ after exploratory choices. This suggests separate mechanisms for choice and confidence judgments in decision-making.

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Area of Science:

  • Cognitive Psychology
  • Neuroscience
  • Decision Science

Background:

  • Decision-making often involves a trade-off between immediate gratification and long-term benefits, known as exploration-exploitation.
  • Confidence in choices is typically high, but its accuracy depends on the specific goals being pursued.
  • Exploratory choices, which prioritize learning over immediate reward, may influence confidence judgments differently for short-term versus long-term outcomes.

Purpose of the Study:

  • To investigate whether confidence judgments after an exploratory choice differ for immediate versus total rewards.
  • To test the hypothesis that individuals are more confident in the long-term benefits of exploratory choices than their immediate consequences.

Main Methods:

  • Conducted two experiments with 250 participants performing a varying-horizon two-arm bandits task.
  • Participants made choices involving potential immediate gains versus learning about future rewards.
  • Assessed participants' confidence in their choices regarding immediate reward and total reward.

Main Results:

  • Confirmed previous findings of increased exploration with a longer trial horizon.
  • Contrary to predictions, no significant difference was found in confidence ratings between immediate and total reward.
  • Observed a dissociation between choice behavior and confidence judgments.

Conclusions:

  • The findings suggest that confidence judgments are not differentiated based on whether they pertain to immediate or cumulative rewards after exploratory decisions.
  • This dissociation provides further evidence for distinct neural and cognitive mechanisms underlying choice selection and confidence assessment.
  • The study contributes to understanding the complex interplay between exploration, exploitation, and metacognitive judgments in decision-making.