MEWL: Few-shot multimodal word learning with referential uncertainty
Without explicit feedback, humans can rapidly learn the meaning of words. Children can
acquire a new word after just a few passive exposures, a process known as fast mapping …
acquire a new word after just a few passive exposures, a process known as fast mapping …
Evaluating the acquisition of semantic knowledge from cross-situational learning in artificial neural networks
M Nikolaus, A Fourtassi - … of the workshop on cognitive modeling …, 2021 - aclanthology.org
When learning their native language, children acquire the meanings of words and
sentences from highly ambiguous input without much explicit supervision. One possible …
sentences from highly ambiguous input without much explicit supervision. One possible …
Modeling the interaction between perception-based and production-based learning in children's early acquisition of semantic knowledge
M Nikolaus, A Fourtassi - Proceedings of the 25th Conference on …, 2021 - aclanthology.org
Children learn the meaning of words and sentences in their native language at an
impressive speed and from highly ambiguous input. To account for this learning, previous …
impressive speed and from highly ambiguous input. To account for this learning, previous …
Caregiver Talk Shapes Toddler Vision: A Computational Study of Dyadic Play
Infants' ability to recognize and categorize objects develops gradually. The second year of
life is marked by both the emergence of more semantic visual representations and a better …
life is marked by both the emergence of more semantic visual representations and a better …
[PDF][PDF] Human-inspired Data-centric Computer Vision
The vast majority of work in computer vision focuses on proposing and applying new
machine learning models and algorithms for visual recognition. In contrast, relatively little …
machine learning models and algorithms for visual recognition. In contrast, relatively little …
Reverse-engineer the distributional structure of infant egocentric views for training generalizable image classifiers
We analyze egocentric views of attended objects from infants. This paper shows 1) empirical
evidence that children's egocentric views have more diverse distributions compared to …
evidence that children's egocentric views have more diverse distributions compared to …