The naïve utility calculus: Computational principles underlying commonsense psychology

J Jara-Ettinger, H Gweon, LE Schulz… - Trends in cognitive …, 2016 - cell.com
We propose that human social cognition is structured around a basic understanding of
ourselves and others as intuitive utility maximizers: from a young age, humans implicitly …

How to grow a mind: Statistics, structure, and abstraction

JB Tenenbaum, C Kemp, TL Griffiths, ND Goodman - science, 2011 - science.org
In coming to understand the world—in learning concepts, acquiring language, and gras**
causal relations—our minds make inferences that appear to go far beyond the data …

Towards a rational constructivist theory of cognitive development.

F Xu - Psychological review, 2019 - psycnet.apa.org
This article provides a synthesis and overview of a theory of cognitive development, rational
constructivism. The basic tenets of this view are as follows:(a) Initial state: Human infants …

Rational snacking: Young children's decision-making on the marshmallow task is moderated by beliefs about environmental reliability

C Kidd, H Palmeri, RN Aslin - Cognition, 2013 - Elsevier
Children are notoriously bad at delaying gratification to achieve later, greater rewards (eg,
Piaget, 1970)—and some are worse at waiting than others. Individual differences in the …

First language acquisition

EV Clark, M Casillas - The Routledge handbook of linguistics, 2015 - api.taylorfrancis.com
It is with renewed appreciation for the size of the task that I come to writing the present
chapter. The number of special issues of journals dedicated to im/politeness these days …

A Bayesian foundation for individual learning under uncertainty

C Mathys, J Daunizeau, KJ Friston… - Frontiers in human …, 2011 - frontiersin.org
Computational learning models are critical for understanding mechanisms of adaptive
behavior. However, the two major current frameworks, reinforcement learning (RL) and …

A rational account of pedagogical reasoning: Teaching by, and learning from, examples

P Shafto, ND Goodman, TL Griffiths - Cognitive psychology, 2014 - Elsevier
Much of learning and reasoning occurs in pedagogical situations—situations in which a
person who knows a concept chooses examples for the purpose of hel** a learner …

Probabilistic models of cognition: Exploring representations and inductive biases

TL Griffiths, N Chater, C Kemp, A Perfors… - Trends in cognitive …, 2010 - cell.com
Cognitive science aims to reverse-engineer the mind, and many of the engineering
challenges the mind faces involve induction. The probabilistic approach to modeling …

Word learning as Bayesian inference.

F Xu, JB Tenenbaum - Psychological review, 2007 - psycnet.apa.org
The authors present a Bayesian framework for understanding how adults and children learn
the meanings of words. The theory explains how learners can generalize meaningfully from …

Self-directed learning: A cognitive and computational perspective

TM Gureckis, DB Markant - Perspectives on Psychological …, 2012 - journals.sagepub.com
A widely advocated idea in education is that people learn better when the flow of experience
is under their control (ie, learning is self-directed). However, the reasons why volitional …