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Updated: Jun 12, 2025

Multimodal Protocol for Assessing Metacognition and Self-Regulation in Adults with Learning Difficulties
Published on: September 27, 2020
Combining meta-learned models with process models of cognition
Adam N Sanborn1, Haijiang Yan1, Christian Tsvetkov1
1Department of Psychology, University of Warwick, Coventry, UK a.n.sanborn@warwick.ac.uk haijiang.yan@warwick.ac.uk chris.tsvetkov@warwick.ac.ukhttps://go.warwick.ac.uk/adamsanborn.
Abstract:
Meta-learned models of cognition make optimal predictions for the actual stimuli presented to participants, but investigating judgment biases by constraining neural networks will be unwieldy. We suggest combining them with cognitive process models, which are more intuitive and explain biases. Rational process models, those that can sequentially sample from the posterior distributions produced by meta-learned models, seem a natural fit.
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