Lessons from infant learning for unsupervised machine learning
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 …
quantities of unlabeled data has triggered renewed interest in unsupervised (or self …
Learning with certainty in childhood
Learners use certainty to guide learning. They maintain existing beliefs when certain, but
seek further information when they feel uninformed. Here, we review developmental …
seek further information when they feel uninformed. Here, we review developmental …
Multifaceted information-seeking motives in children
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 …
Deciding which knowledge to pursue can be difficult because information can serve several …
Curiosity as a metacognitive feeling
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 …
important psychological phenomenon remains a challenge. In this article, we argue that …
Changes in statistical learning across development
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 …
piece together the structure of their worlds. The capacity for statistical learning and its …
Toddlers strategically adapt their information search
Adaptive information seeking is essential for humans to effectively navigate complex and
dynamic environments. Here, we developed a gaze-contingent eye-tracking paradigm to …
dynamic environments. Here, we developed a gaze-contingent eye-tracking paradigm to …
Neurodevelopment of Attention, Learning, and Memory Systems in Infancy
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 …
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
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 …
efficiently via intrinsic motivation, similar to how children perform curious free play. Despite …
[HTML][HTML] Curiosity and the dynamics of optimal exploration
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 …
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
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 …
these infant‐directed actions (IDAs) over adult‐directed actions and learn well from them …