ArticleThe Journal of neuroscience : the official journal of the Society for Neuroscience2022
Category-Biased Neural Representations Form Spontaneously during Learning That Emphasizes Memory for Specific Instances.
Article in The Journal of neuroscience : the official journal of the Society for Neuroscience, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
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Who cites it
8 citing papers in PubMed.
- A large-scale heterogeneous 3D magnetic resonance brain imaging dataset for self-supervised learning.Scientific data · 2026Article
- MRecover: A Conditional Generative Model for Recovering Motion- Corrupted MR images Using AI Generated Contrast.Research square · 2026Article
- Examining memory specificity and generalization contributions to false recall in DRM paradigm.Research square · 2026Article
- Distinct Hippocampal Mechanisms Support Concept Formation and Updating.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2026Article
- Hippocampal connectivity predicting recognition and categorization abilities.Frontiers in cognition · 2026Article
- Successful generalization of conceptual knowledge after training to remember specific events.Frontiers in cognition · 2024Article
- Quantifying Bias in Hierarchical Category Systems.Open mind : discoveries in cognitive science · 2024Article
- Hierarchical categorization learning is associated with representational changes in the dorsal striatum and posterior frontal and parietal cortex.Human brain mapping · 2023Article
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2 authors.
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Abstract
Category learning, learning to sort a set of stimuli into categories or groups, can induce category biases in perception such that items in the same category are perceived as more similar than items from different categories. To what degree category bias develops when learning goals emphasize individuation of each stimulus and whether the bias emerges spontaneously during learning itself rather than in response to task demands is unclear. Here, we used functional MRI (fMRI) during encoding to test for category biases in neural representations of individual stimuli during learning. Human participants (males and females) encountered face-blend stimuli with unique first names and shared family names that indicated category membership. Participants were instructed to learn the full name for each face. Neural pattern classification and pattern similarity analyses were used to track category information in the brain. Results showed that stimulus category could be decoded during encoding across many frontal, parietal, and occipital regions. Furthermore, two stimuli from the same category were represented more similarly in the prefrontal cortex than two stimuli from different categories equated for physical similarity. These findings illustrate that a mere presence of category label can bias neural representations spontaneously during encoding to emphasize category-relevant information, even in the absence of explicit categorization demands and when category-irrelevant information remains relevant for task goals.
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