Early adversity and the development of explore–exploit tradeoffs

WE Frankenhuis, A Gopnik - Trends in Cognitive Sciences, 2023 - cell.com
Childhood adversity can have wide-ranging and long-lasting effects on later life. But what
are the mechanisms that are responsible for these effects? This article brings together the …

Reinforcement learning across development: What insights can we draw from a decade of research?

K Nussenbaum, CA Hartley - Developmental cognitive neuroscience, 2019 - Elsevier
The past decade has seen the emergence of the use of reinforcement learning models to
study developmental change in value-based learning. It is unclear, however, whether these …

In-context impersonation reveals Large Language Models' strengths and biases

L Salewski, S Alaniz, I Rio-Torto… - Advances in neural …, 2023 - proceedings.neurips.cc
In everyday conversations, humans can take on different roles and adapt their vocabulary to
their chosen roles. We explore whether LLMs can take on, that is impersonate, different roles …

Childhood unpredictability and the development of exploration

Y Xu, MB Harms, CS Green… - Proceedings of the …, 2023 - National Acad Sciences
Early in development, the process of exploration helps children gather new information that
fosters learning about the world. Yet, it is unclear how childhood experiences may influence …

Multifaceted information-seeking motives in children

G Molinaro, I Cogliati Dezza, SK Bühler… - Nature …, 2023 - nature.com
From an early age, children need to gather information to learn about their environment.
Deciding which knowledge to pursue can be difficult because information can serve several …

Developmental changes in exploration resemble stochastic optimization

AP Giron, S Ciranka, E Schulz, W van den Bos… - Nature Human …, 2023 - nature.com
Human development is often described as a 'cooling off'process, analogous to stochastic
optimization algorithms that implement a gradual reduction in randomness over time. Yet …

Children are more exploratory and learn more than adults in an approach-avoid task

EG Liquin, A Gopnik - Cognition, 2022 - Elsevier
Intuitively, children appear to be more exploratory than adults, and this exploration seems to
help children learn,. However, there have been few clear tests of these ideas. We test …

[HTML][HTML] Explanation-seeking curiosity in childhood

EG Liquin, T Lombrozo - Current Opinion in Behavioral Sciences, 2020 - Elsevier
Highlights•Explanation-seeking curiosity (ESC) motivates the pursuit of explanations.•ESC is
highly selective: it is not triggered merely by ignorance or uncertainty.•Children can acquire …

Development of directed and random exploration in children

B Meder, CM Wu, E Schulz… - Developmental science, 2021 - Wiley Online Library
Are young children just random explorers who learn serendipitously? Or are even young
children guided by uncertainty‐directed sampling, seeking to explore in a systematic …

The sweet spot: When children's developing abilities, brains, and knowledge make them better learners than adults

S Gualtieri, AS Finn - Perspectives on Psychological Science, 2022 - journals.sagepub.com
Cognitive development is marked by age-related improvements across a number of
domains, as young children perform worse than their older counterparts on most tasks …