[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 …

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 …

The develo** infant creates a curriculum for statistical learning

LB Smith, S Jayaraman, E Clerkin, C Yu - Trends in cognitive sciences, 2018 - cell.com
New efforts are using head cameras and eye-trackers worn by infants to capture everyday
visual environments from the point of view of the infant learner. From this vantage point, the …

A reward-learning framework of knowledge acquisition: An integrated account of curiosity, interest, and intrinsic–extrinsic rewards.

K Murayama - Psychological Review, 2022 - psycnet.apa.org
Recent years have seen a considerable surge of research on interest-based engagement,
examining how and why people are engaged in activities without relying on extrinsic …

Helpless infants are learning a foundation model

R Cusack, MA Ranzato, CJ Charvet - Trends in Cognitive Sciences, 2024 - cell.com
Humans have a protracted postnatal helplessness period, typically attributed to human-
specific maternal constraints causing an early birth when the brain is highly immature. By …

Humans monitor learning progress in curiosity-driven exploration

A Ten, P Kaushik, PY Oudeyer, J Gottlieb - Nature communications, 2021 - nature.com
Curiosity-driven learning is foundational to human cognition. By enabling humans to
autonomously decide when and what to learn, curiosity has been argued to be crucial for …

Learning to play with intrinsically-motivated, self-aware agents

N Haber, D Mrowca, S Wang… - Advances in neural …, 2018 - proceedings.neurips.cc
Infants are experts at playing, with an amazing ability to generate novel structured behaviors
in unstructured environments that lack clear extrinsic reward signals. We seek to …

Making sense of the world: Infant learning from a predictive processing perspective

M Köster, E Kayhan, M Langeloh… - Perspectives on …, 2020 - journals.sagepub.com
For human infants, the first years after birth are a period of intense exploration—getting to
understand their own competencies in interaction with a complex physical and social …

Infants tailor their attention to maximize learning

F Poli, G Serino, RB Mars, S Hunnius - Science advances, 2020 - science.org
Infants' remarkable learning abilities allow them to rapidly acquire many complex skills. It
has been suggested that infants achieve this learning by optimally allocating their attention …

Boredom: Managing the delicate balance between exploration and exploitation

J Danckert - Boredom is in your mind: A shared psychological …, 2019 - Springer
Boredom is functional. Simplistically, it operates as a signal to do something other than what
you are doing now. But it is more nuanced than that. Animals must strike a balance between …