Learning from, and about, others

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Learning from social testimony

Other people are a hugely rich source of information: we can use their testimony to learn about things we haven't directly experienced, we can use their actions to draw inferences about what they believe, and we can form beliefs ourselves about whether someone else is knowledgeable, trustworthy, reliable, or informative.

Even in early childhood, human beings are sophisticated social learners, understanding that not all information is equally valuable, but there is also substantial change in how children and adults use social information to guide their beliefs and actions. Using a Bayesian framework, I show the evolution of children's and adults' social reasoning, particularly in how they evaluate testimony. My work has shown that substantial developments in children's ability to form more sophisticated representations of others' beliefs and the evidential justification for those beliefs take place between childhood and adulthood.

More broadly, I am interested in how children's and adults' ongoing conceptual development supports our ability to obtain and organize new knowledge, and how these lessons might be applicable to developing machines that can socially learn in much the same way that we do, for example by developing the capacities for theory of mind and pedagogical reasoning.

Relevant Papers

Gelpí, R. A., Bridgers, S., Whalen, A., & Buchsbaum, D. (submitted). Developmental shifts in children’s and adults’ use of informant accuracy and calibration in testimonial reasoning. PDF
Gelpí, R. A., León-Villagrá, P., Buchsbaum, D., & Denison, S. (under revision). An introduction to rational constructivism in cognitive development. DOI
Gelpí, R. A., Xue, E., & Cunningham, W. A. (2025). Towards machine theory of mind with LLM-augmented inverse planning. arXiv:2507.03682 [cs.AI] DOI PDF
Gelpí, R. A., Otsubo, K., Whalen, A., & Buchsbaum, D. (2025). Investigating sensitivity to shared information and personal experience in children’s use of majority information. Open Mind, 9, 240–265. DOI PDF
Gelpí, R. A., Whalen, A., Griffiths, T. L., Xu, F., & Buchsbaum, D. (2025). Can children and adults balance majority size with information quality in learning from preferences? Journal of Experimental Psychology: General. DOI PDF
Gelpí, R. A., & Buchsbaum, D. (2024). Children as cultural explorers: How imitation, pedagogy, and selective trust prepare children for learning in the cultural niche. In R. Kendal, J. Tehrani, & J. Kendal (Eds.), Oxford Handbook of Cultural Evolution. DOI PDF

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