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  1. Individual Differences in Reward‐Based Learning Predict Fluid Reasoning Abilities.Andrea Stocco, Chantel S. Prat & Lauren K. Graham - 2021 - Cognitive Science 45 (2):e12941.
    The ability to reason and problem‐solve in novel situations, as measured by the Raven's Advanced Progressive Matrices (RAPM), is highly predictive of both cognitive task performance and real‐world outcomes. Here we provide evidence that RAPM performance depends on the ability to reallocate attention in response to self‐generated feedback about progress. We propose that such an ability is underpinned by the basal ganglia nuclei, which are critically tied to both reward processing and cognitive control. This hypothesis was implemented in a neurocomputational (...)
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  • The Role of Basal Ganglia Reinforcement Learning in Lexical Ambiguity Resolution.Jose M. Ceballos, Andrea Stocco & Chantel S. Prat - 2020 - Topics in Cognitive Science 12 (1):402-416.
    Going from cognitive theory to neural data to ACT‐R models, the authors relate brain activity in a lexical ambiguity priming task to brain processes that resolve ambiguity in word meanings. These detailed data were tested and found compatible to the results of an ACT‐R computational model of reinforcement learning (RL). The model confirms and extends the behavioral findings to provide a RL account of individual differences in lexical ambiguity resolution.
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  • Reflections of idiographic long-term memory characteristics in resting-state neuroimaging data.Peiyun Zhou, Florian Sense, Hedderik van Rijn & Andrea Stocco - 2021 - Cognition 212 (C):104660.
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  • Preserved but Less Efficient Control of Response Interference After Unilateral Lesions of the Striatum.Claudia C. Schmidt, David C. Timpert, Isabel Arend, Simone Vossel, Anna Dovern, Jochen Saliger, Hans Karbe, Gereon R. Fink, Avishai Henik & Peter H. Weiss - 2018 - Frontiers in Human Neuroscience 12:350622.
    Previous research on the neural basis of cognitive control processes has mainly focused on cortical areas, while the role of subcortical structures in cognitive control is less clear. Models of basal ganglia function as well as clinical studies in neurodegenerative diseases suggest that the striatum (putamen and caudate nucleus) modulates the inhibition of interfering responses and thereby contributes to an important aspect of cognitive control, namely response interference control. To further investigate the putative role of the striatum in the control (...)
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  • A Biologically Plausible Action Selection System for Cognitive Architectures: Implications of Basal Ganglia Anatomy for Learning and Decision‐Making Models.Andrea Stocco - 2018 - Cognitive Science 42 (2):457-490.
    Several attempts have been made previously to provide a biological grounding for cognitive architectures by relating their components to the computations of specific brain circuits. Often, the architecture's action selection system is identified with the basal ganglia. However, this identification overlooks one of the most important features of the basal ganglia—the existence of a direct and an indirect pathway that compete against each other. This characteristic has important consequences in decision-making tasks, which are brought to light by Parkinson's disease as (...)
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