Inferential social learning: Cognitive foundations of human social learning and teaching

H Gweon - Trends in cognitive sciences, 2021 - cell.com
Social learning is often portrayed as a passive process of copying and trusting others. This
view, however, does not fully capture what makes human social learning so powerful: social …

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 …

Machine theory of mind

N Rabinowitz, F Perbet, F Song… - International …, 2018 - proceedings.mlr.press
Abstract Theory of mind (ToM) broadly refers to humans' ability to represent the mental
states of others, including their desires, beliefs, and intentions. We design a Theory of Mind …

Theory of mind as inverse reinforcement learning

J Jara-Ettinger - Current Opinion in Behavioral Sciences, 2019 - Elsevier
We review the idea that Theory of Mind—our ability to reason about other people's mental
states—can be formalized as inverse reinforcement learning. Under this framework …

Rational quantitative attribution of beliefs, desires and percepts in human mentalizing

CL Baker, J Jara-Ettinger, R Saxe… - Nature Human …, 2017 - nature.com
Social cognition depends on our capacity for 'mentalizing', or explaining an agent's
behaviour in terms of their mental states. The development and neural substrates of …

Ten-month-old infants infer the value of goals from the costs of actions

S Liu, TD Ullman, JB Tenenbaum, ES Spelke - Science, 2017 - science.org
Infants understand that people pursue goals, but how do they learn which goals people
prefer? We tested whether infants solve this problem by inverting a mental model of action …

The naive utility calculus as a unified, quantitative framework for action understanding

J Jara-Ettinger, LE Schulz, JB Tenenbaum - Cognitive Psychology, 2020 - Elsevier
The human ability to reason about the causes behind other people'behavior is critical for
navigating the social world. Recent empirical research with both children and adults …

[HTML][HTML] The child as hacker

JS Rule, JB Tenenbaum, ST Piantadosi - Trends in cognitive sciences, 2020 - cell.com
The scope of human learning and development poses a radical challenge for cognitive
science. We propose that developmental theories can address this challenge by adopting …

Bayesian models of conceptual development: Learning as building models of the world

TD Ullman, JB Tenenbaum - Annual Review of Developmental …, 2020 - annualreviews.org
A Bayesian framework helps address, in computational terms, what knowledge children start
with and how they construct and adapt models of the world during childhood. Within this …

Young children consider the expected utility of others' learning to decide what to teach

S Bridgers, J Jara-Ettinger, H Gweon - Nature human behaviour, 2020 - nature.com
Direct instruction facilitates learning without the costs of exploration, yet teachers must be
selective because not everything can nor needs to be taught. How do we decide what to …