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Poor learning or hyper-exploration?: A commentary on Hulsbosch et al. (2023).
1The Seymour Fox School of Education, The Hebrew University of Jerusalem, Jerusalem, Israel.
Summary
Children with attention-deficit/hyperactivity disorder (ADHD) showed learning differences on a reinforcement learning task. Their difficulties may stem from increased exploration or inconsistent choices, not just learning deficits.
Area of Science:
- Neuroscience
- Developmental Psychology
- Cognitive Science
Background:
- Attention-deficit/hyperactivity disorder (ADHD) is a neurodevelopmental disorder impacting executive functions.
- Reinforcement learning theories offer potential explanations for ADHD's cognitive symptoms.
Purpose of the Study:
- To evaluate prominent reinforcement learning theories of ADHD.
- To investigate learning and decision-making processes in children with ADHD.
Main Methods:
- Children with ADHD and controls completed a reinforcement learning task.
- Performance was analyzed across learning and extinction phases.
Main Results:
- Children with ADHD required more trials to meet learning criteria.
- They exhibited reduced target selection during extinction.
- Performance differences were linked to exploration or choice consistency, not solely learning deficits.
Conclusions:
- Findings partially support existing reinforcement learning theories of ADHD.
- ADHD-related performance deficits on these tasks may involve altered exploration or decision-making strategies.
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