Lessons from infant learning for unsupervised machine learning

L Zaadnoordijk, TR Besold, R Cusack - Nature Machine Intelligence, 2022 - nature.com
The desire to reduce the dependence on curated, labeled datasets and to leverage the vast
quantities of unlabeled data has triggered renewed interest in unsupervised (or self …

Learning with certainty in childhood

C Baer, C Kidd - Trends in Cognitive Sciences, 2022 - cell.com
Learners use certainty to guide learning. They maintain existing beliefs when certain, but
seek further information when they feel uninformed. Here, we review developmental …

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 …

Curiosity as a metacognitive feeling

L Goupil, J Proust - Cognition, 2023 - Elsevier
Curious information-seeking is known to be a key driver for learning, but characterizing this
important psychological phenomenon remains a challenge. In this article, we argue that …

Changes in statistical learning across development

TA Forest, ML Schlichting, KD Duncan… - Nature Reviews …, 2023 - nature.com
Statistical learning enables learners to extract the environmental regularities necessary to
piece together the structure of their worlds. The capacity for statistical learning and its …

Toddlers strategically adapt their information search

F Poli, YL Li, P Naidu, RB Mars, S Hunnius… - nature …, 2024 - nature.com
Adaptive information seeking is essential for humans to effectively navigate complex and
dynamic environments. Here, we developed a gaze-contingent eye-tracking paradigm to …

Neurodevelopment of Attention, Learning, and Memory Systems in Infancy

TA Forest, D Amso - Annual Review of Developmental …, 2023 - annualreviews.org
Understanding how we come to make sense of our environments requires understanding
both how we take in new information and how we flexibly process and store that information …

Curious exploration via structured world models yields zero-shot object manipulation

C Sancaktar, S Blaes, G Martius - Advances in Neural …, 2022 - proceedings.neurips.cc
It has been a long-standing dream to design artificial agents that explore their environment
efficiently via intrinsic motivation, similar to how children perform curious free play. Despite …

[HTML][HTML] Curiosity and the dynamics of optimal exploration

F Poli, JX O'Reilly, RB Mars, S Hunnius - Trends in Cognitive Sciences, 2024 - cell.com
What drives our curiosity remains an elusive and hotly debated issue, with multiple
hypotheses proposed but a cohesive account yet to be established. This review discusses …

How infant‐directed actions enhance infants' attention, learning, and exploration: Evidence from EEG and computational modeling

M Meyer, JE van Schaik, F Poli… - Developmental …, 2023 - Wiley Online Library
When teaching infants new actions, parents tend to modify their movements. Infants prefer
these infant‐directed actions (IDAs) over adult‐directed actions and learn well from them …