Linda B. Smith
Linda B. Smith is a cognitive-development researcher whose work connects children’s learning with machine learning. She trained in psychology at Wisconsin–Madison and the University of Pennsylvania, then studied how children learn categories, object names, and shapes. With Esther Thelen, she framed cognitive and motor development as a dynamic system. At Indiana University, she is a Distinguished Professor and Chancellor’s Professor, and her lab studies how infants and young children learn.
- Works
- 494
- Citations
- 36,936
- h-index
- 94
Publication numbers from OpenAlex, as of 14 October 2026.
Timeline
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By 1977
From Portsmouth to psychology
She grows up in Portsmouth, New Hampshire, and later transfers to the University of Wisconsin–Madison to study psychology. She earns a B.S. there in 1973 and a Ph.D. at the University of Pennsylvania in 1977.
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1988–2002
Shape bias in word learning
In 1988, she, Barbara Landau, and Susan Jones publish “The importance of shape in early lexical learning.” Their work shows that two-year-olds generalize new object names by shape, an example of one-shot word learning; in 2002, Smith and collaborators publish “Object name learning provides on-the-job training for attention.”
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1994
A dynamic-systems book
She and Esther Thelen publish A Dynamical Systems Approach to the Development of Cognition and Action in 1994. The book uses dynamic-systems theory to explain how behavior and motor development shape perception and cognition.
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2013
A pair of scientific awards
She receives the David E. Rumelhart Prize in Cognitive Science and the American Psychological Association’s Award for Distinguished Scientific Career Contributions in 2013.
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2017
Developmental data for machine learning
With Lauren K. Slone, she publishes “A Developmental Approach to Machine Learning?” in 2017. The paper argues that infants’ and toddlers’ self-generated visual experience can provide useful training data for machine learning.
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2018
A curriculum for statistical learning
With Swapnaa Jayaraman, Elizabeth Clerkin, and Chen Yu, Smith publishes “The Developing Infant Creates a Curriculum for Statistical Learning” in 2018. The review links infants’ changing sensory-motor abilities to the ordered visual data available for learning.
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2019
A lifetime award and AI grant
She receives the Norman Anderson Lifetime Achievement Award from the Society of Experimental Psychologists and is elected to the National Academy of Sciences in 2019. In 2019, she leads an Indiana University Emerging Areas of Research grant that links machine learning and cognitive development, and speaks about teaching machines from infants’ perspective.
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As of October 2026
Professor at Indiana University
As of October 2026, Smith is Distinguished Professor and Chancellor’s Professor of Psychological and Brain Sciences at Indiana University. Her Cognitive Development Lab studies how infants and young children create opportunities to learn.
Sources and credits
Photo: psych.indiana.edu; Linda Smith: Faculty: Directory: Psychological and Brain Sciences: Indiana University Bloomington; creator not stated. License: Not stated by source. Source: psych.indiana.edu. Cropped to a square and resized. Ask us to remove or replace this photo.
- Linda Smith: Faculty: Directory: Psychological and Brain Sciences: Indiana University Bloomington
- Profile of Linda B. Smith
- IU Distinguished Professor Linda Smith receives Lifetime Achievement Award: IU News
- A Developmental Approach to Machine Learning?
- The developing infant creates a curriculum for statistical learning
- Faculty Labs: Labs & Resources: Research: Psychological and Brain Sciences: Indiana University Bloomington