Developmental differences in reward-learning and its connection to resting-state functional connectivity modeled
Zsofia Karlocai1, Johan Vegelius2, Ebba Widegren3
1Department of Medical Sciences, Experimental Cognitive and Affective Neuroscience Lab, Uppsala University, Uppsala, Sweden; Department of Psychiatry & Psychotherapy, Tübingen Center for Mental Health, University of Tübingen, Germany.
Behavioural Brain Research
|January 1, 2026
Summary
Adolescent brains show reduced feedback-driven learning and more exploration compared to adults. This is linked to stronger fronto-striatal connectivity during reward learning, highlighting developmental differences in decision-making.
Area of Science:
- Neuroscience
- Developmental Psychology
- Cognitive Science
Background:
- Adolescence involves significant brain development, impacting reward sensitivity and decision-making.
- Changes in functional connectivity within reward circuits influence learning and behavior.
- Understanding these developmental changes is crucial for comprehending adolescent risk-taking and learning.
Purpose of the Study:
- To compare reinforcement learning behavior between adolescents and adults.
- To investigate the relationship between resting-state functional connectivity and learning parameters.
- To explore developmental differences in cortico-subcortical reward circuitry.
Main Methods:
- Fifty-eight healthy participants (32 adolescents, 26 adults) completed a probabilistic two-armed bandit task.
- Resting-state functional magnetic resonance imaging (fMRI) was used to assess brain connectivity.
- Q learning in a hierarchical Bayesian framework modeled learning parameters (learning rate α, inverse temperature β).
Main Results:
- Learning rate correlated with cortico-subcortical functional connectivity, particularly involving the anterior cingulate cortex (ACC).
- Adolescents demonstrated lower learning rates and inverse temperatures than adults.
- Adolescents showed a stronger association between learning rate and fronto-striatal connectivity and a reduced tendency to stay with winning options.
Conclusions:
- The anterior cingulate cortex plays a key role in reward learning.
- Adolescents exhibit reduced feedback-driven learning and more variable choice behavior compared to adults.
- Adolescents may rely more heavily on fronto-striatal connectivity during learning processes.


