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Category Learning in a Transitive Inference Paradigm

Overview
Journal Mem Cognit
Specialty Psychology
Date 2021 Feb 10
PMID 33565006
Citations 2
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Abstract

The implied order of a ranked set of visual images can be learned without reliance on information that explicitly signals their order. Such learning is difficult to explain by associative mechanisms, but can be accounted for by cognitive representations and processes such as transitive inference. Our study sought to determine if those processes also apply to learning categories of images. We asked whether participants can (a) infer that stimulus images belonged to familiar categories, even when the images for each trial were unique, and (b) sort those categories into an ordering that obeys transitivity. Participants received minimal verbal instruction and a single session of training. Despite this, they learned the implied order of lists of fixed stimuli and lists of ordered categories, using trial-unique exemplars. We trained two groups, one for which stimuli were constant throughout training and testing (n = 60), and one for which exemplars of each category were trial-unique (n = 50). Our findings suggest that differing cognitive processes may underpin serial learning when learning about specific stimuli as opposed to stimulus categories.

Citing Articles

Emergent neural dynamics and geometry for generalization in a transitive inference task.

Kay K, Biderman N, Khajeh R, Beiran M, Cueva C, Shohamy D PLoS Comput Biol. 2024; 20(4):e1011954.

PMID: 38662797 PMC: 11125559. DOI: 10.1371/journal.pcbi.1011954.


Category learning in a recurrent neural network with reinforcement learning.

Zhang Y, Pan X, Wang Y Front Psychiatry. 2022; 13:1008011.

PMID: 36387007 PMC: 9640766. DOI: 10.3389/fpsyt.2022.1008011.

References
1.
Greene A, Spellman B, Dusek J, Eichenbaum H, Levy W . Relational learning with and without awareness: transitive inference using nonverbal stimuli in humans. Mem Cognit. 2001; 29(6):893-902. DOI: 10.3758/bf03196418. View

2.
Acuna B, Sanes J, Donoghue J . Cognitive mechanisms of transitive inference. Exp Brain Res. 2002; 146(1):1-10. DOI: 10.1007/s00221-002-1092-y. View

3.
Tsao D, Freiwald W, Knutsen T, Mandeville J, Tootell R . Faces and objects in macaque cerebral cortex. Nat Neurosci. 2003; 6(9):989-95. PMC: 8117179. DOI: 10.1038/nn1111. View

4.
Libben M, Titone D . The role of awareness and working memory in human transitive inference. Behav Processes. 2007; 77(1):43-54. DOI: 10.1016/j.beproc.2007.06.006. View

5.
Cromer J, Roy J, Miller E . Representation of multiple, independent categories in the primate prefrontal cortex. Neuron. 2010; 66(5):796-807. PMC: 2909642. DOI: 10.1016/j.neuron.2010.05.005. View