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Tracey Mills

2 accepted papers

2026

Language and Experience: A Computational Model of Social Learning in Complex Tasks

ICLR 2026poster

The ability to combine linguistic guidance from others with direct experience is central to human development, enabling safe and rapid learning in new environments. How do people integrate these two sources of knowledge, and how might AI systems? We present a computational framework that models huma…

Cited by 0SourcecodeScholar
2023

Human spatiotemporal pattern learning as probabilistic program synthesis

NeurIPS 2023poster

People are adept at learning a wide variety of structured patterns from small amounts of data, presenting a conundrum from the standpoint of the bias-variance tradeoff: what kinds of representations and algorithms support the joint flexibility and data-paucity of human learning? One possibility is t…

Cited by 3SourcePDFScholar