Understanding infants' curiosity-based exploration

Lead Research Organisation: University of Manchester
Department Name: School of Health Sciences

Abstract

As parents know, babies are curious learners. The vast majority of infants' time is spent freely exploring (Oudeyer & Smith, in press), at home, at nursery or at playgroup. By sampling their learning environment based on their own curiosity infants quickly acquire two fundamental components of cognition without which they would never engage effectively with the world: categories and words. Understanding early category learning and how it interacts with word learning is therefore critical to teasing apart the complex processes by which infant cognition develops into an adult-like understanding of the world. However, although curiosity-driven exploration accounts for almost all of infants' experience, our understanding of category and word learning comes almost entirely from tightly-controlled, highly structured experiments. Decades of elegantly-designed studies show that these interacting phenomena are exquisitely sensitive to features of the environment (e.g., Younger, 1983; Plunkett, Hu & Cohen, 2008; Quinn, Eimas & Rosenkrantz, 1993). Because these experiments typically take place in artificial laboratory conditions, however, we do not know how babies themselves choose to learn, and as a consequence, we do not know the best way to help them do so.

Here I propose the first studies of infants' curiosity-based exploration and word learning. Using cutting-edge head-mounted eyetrackers I will record typically-developing infants interacting freely with objects, generating the first detailed description of curiosity-based exploration and laying the foundation for future research in atypical exploration. Objects will be custom-designed to vary systematically (e.g., in shape), allowing me to record exploratory sequences to reveal what level of complexity infants prefer to learn from. Half the infants will hear labels for the objects and be tested on their word learning, revealing how categorisation and word learning interact in an infant-centred, rather than adult-designed, environment.

For a complete understanding of infants' exploration, however, we not only need to know what infants do, but also how they do it: what mechanisms drive curiosity? Computational models can clarify the cognitive processes underlying a behaviour (McClelland et al., 2010). However, as yet we have no model of infants' curiosity-driven exploration and word learning. Based on my existing modelling work (Twomey & Westermann, 2015), I will develop the first testable, mechanistic theory of curiosity-based exploration and word learning in infants.

As the first investigation of human infants' curiosity-driven category and word learning this research has clear academic impact (papers, conferences, future studies of atypical exploration, collaborations). It also has societal impact: my findings will inform policymakers' understanding of development, help designers create evidence-based books and toys that facilitate learning, and equip parents and early years practitioners with the knowledge they need to support babies' cognitive development. There will be numerous opportunities to build networks and develop my knowledge exchange skills (e.g., data sharing, publications, conferences, talks) and public engagement experience (e.g., writing news articles, organising public engagement events). In parallel I will undertake a programme of researcher and Principal Investigator development at my RO. To cement my position as an innovator in curiosity research I will visit the INRIA Research Institute to learn to implement curiosity-based learning in the Poppy humanoid robot, becoming the first UK researcher to use Poppy and providing scope for designing future studies far beyond the current work. Finally, recruiting and supervising a research assistant will develop my leadership and mentorship skills. Overall, this project will not only prepare me for founding my own group, but will also secure my unique position as an international leader in curiosity research.

Planned Impact

Who will benefit from the proposed project?

Understanding infants' exploration and its relationship to language acquisition is critical to our understanding of development more broadly, yet infants' curiosity has not been studied. By examining how infants drive their own learning the proposed work will be of substantial benefit to parents, policymakers, early years educators, industry and academia.

How will these communities benefit?

- Parents. The findings will alert parents to the fact that infants are self-driven learners and that the environment in which this learning takes place is important. This take-home message, as well as more detailed findings during the course of the research, will be communicated to parents visiting the Babylab to take part in the empirical studies, via post-study debriefing and printed/online materials, providing them with tools - and confidence - they need to successfully and independently support their babies' development and language learning.

- Policymakers and early years educators. "Planned, purposeful play" is at the core of the Department for Education's Statutory Framework For The Early Years (2014, p. 9), despite a lack of understanding of the mechanisms underlying this exploration. The planned work defines a pathway to developing principled, evidence-based guidelines for supporting learning through play.

- Members of the public. I will disseminate this work in a range of online and face-to-face venues. Online articles (e.g., The Conversation) and blog posts will discuss my findings and their implications for our understanding of development. Parents' days, science exploration days (with Science From The Start) drop-in sessions and nursery visits in the local Lancaster community will increase the visibility of developmental research and provide opportunities for the end-users of this research (i.e., parents) to speak directly to researchers in an informal setting. Overall, this research will bring about an increase in public understanding of infant development and language acquisition.

- Industry. A wealth of toys, books and apps marketed as "educational" are targeted at the parents of babies and toddlers, but as yet none are designed based on scientific evidence. Findings from this project will enable the design of books, apps and toys which provide optimal learning opportunities for a given age group.

- Academia. The proposed work will result in a substantial theoretical advance in developmental psychology as well generating the first knowledge base on infant's curiosity-driven exploration and word learning. It will define a new interdisciplinary field and as such will generate strong interest not only in psychology, but also in computational modelling and developmental robotics. Cross-disciplinary collaborations with roboticists at Aberystwyth University, UK, and INRIA, France, will drive forward our understanding of how artificial intelligence agents can benefit from incorporating insights from developmental psychology. These links will be strengthened and new collaborations inspired by an interdisciplinary curiosity symposium to be presented at a prestigious international conference. The research will also provide a baseline measure of curiosity-driven exploration in typically-developing infants, providing a vital comparison sample for researchers in atypical development.

Publications

10 25 50
 
Description The overall goal of this award was to understand how babies learn when allowed to explore their environment based on their own curiosity, outside the constrained experimental setting typical of most research in early cognitive development. We were also interested in how this curiosity-based exploration might be influenced by language. This goal was approached in two ways: first using computational modelling to examine the potential learning mechanisms involved in curiosity; and second, experimentally, to develop a picture of what babies and toddlers do when engaged in curiosity-driven learning.

In our computational work we developed the first model of babies curiosity-driven learning inspired by the mechanisms known to exist in the human brain. This model predicted that when allowed to freely choose what to learn from and when, young children should learn best from an environment which is neither too simple nor too complex; that is, medium difficulty should best support learning, and importantly, children should be able to generate this level of difficulty themselves without adults structuring their learning environment on their behalf. This model was published in a high-impact interdisciplinary journal (Twomey & Westermann, 2018, Dev. Sci) and the code and data made publicly available (https://osf.io/ezwx6/). Several international requests for re-use of this code have been made since publication.

Our empirical work aimed to test the predictions from the model. In Study 1 we showed 12- and 28-month-old toddlers 2D image and recorded where they looked and for how long in a novel shape-priming experimental design. Both groups of children generated patterns of looking which were of intermediate complexity (Twomey, Malem, Ke & Westermann, in prep.). In Study 2, we allowed 12-, 18- and 24-month-old infants to play freely with custom-designed, 3D printed categories of novel objects. Again, children of all ages generated explored the objects in an order which led to medium complexity (Ke, Westermann & Twomey, in prep[a]). This study also generated a video dataset from the 12-month-old participants showing their field of view (Ke, Westermann & Twomey, in prep[b]). This dataset will allow us to conduct fine-grained analyses of their how young children visually explore the object they're playing with, linking the findings from Studies 1 and 2.

Overall the empirical data support the predictions of the model, providing the first evidence that not only do infants learn best from intermediate difficulty input, but critically also that they are capable of generating this level of difficulty independently. Put differently, rather than passive learners or random explorers, infants are active learners who are capable of independently tailoring their learning environment in a way that best supports their own development. We met our primary objective in characterizing curiosity-based learning and exceeded this goal by studying curiosity in visual and manual play. While we did not extend our studies to investigate the influence of language on curiosity, this work inspired a successful application for further ESRC funding to study the link between curiosity and language in children in the Language 0-5 project, a longitudinal study following the cognitive development of 80 children from 6 months to 5 years as part of the ESRC International Centre for Language and Communicative Development (LuCiD). This three-year project will commence in September 2019 and be headed by the PI of the current project.
Exploitation Route Our computational model is already being adapted by researchers at other institutions as the basis of further investigations of curiosity, and our empirical studies form the basis of future studies in LuCiD as well as having inspired PhD work by a current Leverhulme Doctoral Trust scholar at Lancaster University (Marina Loucaides; thesis submission March 2019). Our findings form the groundwork for understanding curiosity in typical development, which could provide a baseline for understanding curiosity in atypical development and the development of interventions. This work has attracted media interest, and was the focus of an interview with Mother and Baby magazine as well as featuring on the BBC Two documentary Babies: Their Wonderful World.
Sectors Education

URL http://www.katietwomey.com
 
Description The findings have been presented in several non-academic talks and outreach events - ESRC Festival of Social Science 2017 - ESRC Staff Seminar - ESRC LuCiD Advisory Board - Runshaw College 6th form mini conference - Lancaster University Community Day Methods from this work have also featured in a BBC Two documentary (Babies: Their Wonderful World; Dec 2018 https://www.bbc.co.uk/programmes/b0bt7v0x) and infant curiosity was the focus of an interview with the PI for Mother and Baby Magazine (February 2019).
First Year Of Impact 2018
Sector Education,Other
Impact Types Societal

 
Description 4-week skill development visit to Early Social Cognition group, Max Planck Institute for Human Cognitive and Brain Sciences (HK)
Amount £850 (GBP)
Funding ID n/a 
Organisation Economic and Social Research Council 
Sector Public
Country United Kingdom
Start 06/2018 
End 07/2018
 
Description ESCR International Centre for Language and Communicative Development transition funding
Amount £1,892,619 (GBP)
Funding ID ES/S007113/1 
Organisation Economic and Social Research Council 
Sector Public
Country United Kingdom
Start 09/2019 
End 08/2023
 
Title Curiosity model 
Description Neurocomputational model of infant curiosity-based learning 
Type Of Material Model of mechanisms or symptoms - human 
Year Produced 2018 
Provided To Others? Yes  
Impact Several requests for re-use of code (granted), discussion of future collaborations, in particular in developmental robotics with Prof. Angelo Cangelosi at University of Manchester. 
URL https://osf.io/ezwx6/
 
Title Curiosity-based learning in infants: a neurocomputational approach, experimental data 
Description Neural network model of infant curiosity-driven category learning and associated output data. 
Type Of Material Computer model/algorithm 
Year Produced 2019 
Provided To Others? Yes  
Impact Requests for re-use from researchers. 
 
Title Evidence for systematicity in infant and toddler curiosity-driven learning 2017-2018 
Description Behavioural data from 3D object exploration study. 
Type Of Material Database/Collection of data 
Year Produced 2019 
Provided To Others? Yes  
Impact Paper currently in preparation (June 2019) 
 
Title Evidence for systematicity in infant and toddler curiosity-driven object exploration (Study 2) 
Description Eyetracking data from category learning study with 12-, 18- and 28-month-old infants. 
Type Of Material Database/Collection of data 
Year Produced 2019 
Provided To Others? Yes  
Impact Paper currently in preparation. 
 
Description Embodied approaches to early communicative development 
Organisation University of Manchester
Country United Kingdom 
Sector Academic/University 
PI Contribution Collaboration established with Prof Angelo Cangelosi (Computer Science, University of Manchester), Dr. Thea Cameron Faulkner (Linguistics, University of Manchester) to investigate embodied approaches to early communicative development. Standard ESRC grant submitted in late 2019, but unsuccessful. (PI: Twomey, Co-Is: Cangelosi and Cameron-Faulkner)
Collaborator Contribution Cangelosi and Cameron-Faulkner contributed to theoretical discussions and made methodological recommendations during the proposal writing process. Had the proposal been successful, Cangelosi would have supervised a postdoc, and Cameron-Faulkner would have supervised a research assistant.
Impact Submission of interdisciplinary (developmental psychology and developmental robotics) ESRC Standard Grant. Book chapter (Twomey & Cangelosi, 2020).
Start Year 2018
 
Description BSc Speech and Language Therapy research talk 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Undergraduate students
Results and Impact Research talk to ~100 undergraduate Audiology and Speech and Language Therapy students. Discussion of the relationship between research and clinical practice
Year(s) Of Engagement Activity 2018
 
Description Babies: Their Wonderful World 
Form Of Engagement Activity A broadcast e.g. TV/radio/film/podcast (other than news/press)
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Media (as a channel to the public)
Results and Impact Babies: Their Wonderful World. BBC2 TV series on early child development. KT and HK filmed in summer 2018; aired early 2019.
Year(s) Of Engagement Activity 2018
URL https://www.bbc.co.uk/programmes/b0bt7v0j
 
Description Consultancy, Damn Fine Media/BBC Tiny Happy People 
Form Of Engagement Activity A broadcast e.g. TV/radio/film/podcast (other than news/press)
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Public/other audiences
Results and Impact COnsultancy on script development for BBC's national Tiny Happy People campaign
Year(s) Of Engagement Activity 2020
URL https://www.bbc.co.uk/tiny-happy-people/science-and-facts
 
Description Curiosity Project website and blog 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact Parent-aimed website describing the Curiosity Project's aims and methods. Blogs on current research.
Year(s) Of Engagement Activity 2017
URL http://wp.lancs.ac.uk/curiosity/
 
Description ESRC Festival of Social Science 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Schools
Results and Impact Research talk at University of Liverpool sixth form student conference on infant development (The wonders of word learning and curious babies). Discussion of cutting-edge techniques to study early infant development. Schools requested more events of this type in the future.
Year(s) Of Engagement Activity 2017
URL https://katietwomey.files.wordpress.com/2017/11/esrcfest-twomey.pdf
 
Description ESRC International Centre for Language and Communicative Development summer internship 
Form Of Engagement Activity Participation in an open day or visit at my research institution
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Undergraduate students
Results and Impact Supervision of 3rd year Speech and Language Therapy BSc student on 6-week summer internship funded by ESRC International Centre for Language and Communicative Development. Pilot corpus data for grant collected; student now keen to pursue research career.
Year(s) Of Engagement Activity 2018
URL http://lucid.ac.uk/news-and-events/blogs/the-influence-of-child-directed-speech-on-children-s-acquis...
 
Description ESRC Staff Seminar 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact Research talk given at ESRC staff seminar.
Year(s) Of Engagement Activity 2017
 
Description Interview, Live Science 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact Interview about the role of curiosity in early cognitive development. Led to requests for further interviews on different topics.
Year(s) Of Engagement Activity 2020
URL https://www.livescience.com/why-are-humans-curious.html
 
Description Mother and Baby magazine interview 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Media (as a channel to the public)
Results and Impact Interview for article about curiosity in babies and toddlers for Mother and Baby magazine.
Year(s) Of Engagement Activity 2019
 
Description Nuffield Research Placements 2018 
Form Of Engagement Activity Participation in an open day or visit at my research institution
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Other audiences
Results and Impact Supervision of two sixth-form students on the Nuffield Research Placement scheme for 4 weeks in Summer 2018. Students learned hands on research skills including data collection, analysis and dissemination; decided to apply for Psychology UG degrees as a result; presented findings in poster form at end-of-scheme event.
Year(s) Of Engagement Activity 2018
URL http://www.nuffieldfoundation.org/nuffield-research-placements
 
Description Personal website 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Media (as a channel to the public)
Results and Impact Website aimed at parents and researchers with information about the project's research and collections of useful papers relating to this project (computational modelling in particular). Sparked interesting discussion amongst international developmental psychology researchers on social media, suggestions for additional posts.
Year(s) Of Engagement Activity 2017
URL https://katietwomey.com/