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Dissociable Forms of Uncertainty-Driven Representational Change Across the Human Brain
Matthew R Nassar1, Joseph T McGuire2, Harrison Ritz3
1Department of Cognitive, Linguistic, and Psychological Sciences, Carney Institute for Brain Science, Brown University, Providence, Rhode Island 02912, matthew_nassar@brown.edu.
Brain activity patterns shift rapidly during behavioral changes, reflecting uncertainty and environmental shifts. Specific regions, like the orbitofrontal cortex, encode changing contexts for adaptive learning.
Area of Science:
- Neuroscience
- Cognitive Science
Background:
- Behavioral shifts in response to environmental change can involve rapid neural network alterations.
- Understanding the neural representations driving these
- network reset
- phenomena is crucial.
Purpose of the Study:
- Investigate the presence and location of rapid changes in multivariate brain activity patterns using fMRI during behavioral shifts.
- Determine the nature of neural representations underlying these rapid activity changes.
Main Methods:
- Examined fluctuations in multivoxel patterns of Blood-Oxygen-Level-Dependent (BOLD) activity in human subjects.
- Subjects performed a sequential inference task with a partially observable and discontinuously changing variable.
Main Results:
- Multivariate activity patterns in several cortical regions showed accelerated changes during periods of uncertainty post-behavioral context shifts.
- Motor cortex activity changes reflected behavioral output shifts, while visual cortex changes tracked salient environmental shifts.
- Dorsolateral prefrontal and anterior cingulate cortex activity primarily encoded uncertainty levels; orbitofrontal cortex activity represented shifting contexts crucial for rapid learning.
Conclusions:
- Rapid changes in brain activity patterns during behavioral adjustment are linked to specific computational roles, varying by brain region.
- Uncertainty representation is common, but orbitofrontal cortex shows a unique role in encoding shifting latent states for context-dependent learning and disengagement from prior responses.
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