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Updated: Jun 24, 2025

Quantifying Learning in Young Infants: Tracking Leg Actions During a Discovery-learning Task
Published on: June 1, 2015
Helpless infants are learning a foundation model
Rhodri Cusack1, Marc'Aurelio Ranzato2, Christine J Charvet3
1Trinity College Dublin, Dublin, Ireland.
Human infants are not born with immature brains but learn a foundational model during their extended postnatal period. This process, akin to machine learning pre-training, enables rapid generalization and high cognitive performance.
Area of Science:
- Developmental neuroscience
- Cognitive science
- Machine learning
Background:
- Humans exhibit a prolonged postnatal helplessness period, often linked to early birth and immature brain development.
- Comparative neurodevelopment suggests human infants' brains at birth are not uniquely immature compared to species with shorter helplessness.
- Infant neuroimaging reveals significant similarities between newborn and mature brain connectivity and functional activation.
Purpose of the Study:
- To challenge the notion of uniquely immature human infant brains at birth.
- To propose a novel framework for understanding early human cognitive development.
- To draw parallels between infant learning and machine learning foundation models.
Main Methods:
- Comparative analysis of neurodevelopmental timelines across species.
- Review of findings from infant neuroimaging studies.
- Conceptual framework inspired by machine learning foundation models.
Main Results:
- Human infants' neurodevelopmental timing is comparable to other species, despite a longer period of helplessness.
- Newborn brain connectivity and function show remarkable similarities to mature brains.
- The infant's extended postnatal period can be viewed as a 'pre-training' phase.
Conclusions:
- Human infants are learning a foundation model, acquiring fundamental representations for cognition.
- This learning process supports high cognitive performance and rapid generalization.
- The concept of a 'helpless period' is re-framed as a critical learning phase for developing cognitive abilities.
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