Researcher

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.

Photo of Linda B. Smith

Timeline

  1. 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.

  2. 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.”

  3. 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.

  4. 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.

  5. 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.

  6. 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.

  7. 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.

  8. 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.

  1. Linda Smith: Faculty: Directory: Psychological and Brain Sciences: Indiana University Bloomington psych.indiana.edu. Checked 14 October 2026.
  2. Profile of Linda B. Smith pmc.ncbi.nlm.nih.gov. Checked 14 October 2026.
  3. IU Distinguished Professor Linda Smith receives Lifetime Achievement Award: IU News news.iu.edu. Checked 14 October 2026.
  4. A Developmental Approach to Machine Learning? frontiersin.org. Checked 14 October 2026.
  5. The developing infant creates a curriculum for statistical learning pmc.ncbi.nlm.nih.gov. Checked 14 October 2026.
  6. Faculty Labs: Labs & Resources: Research: Psychological and Brain Sciences: Indiana University Bloomington psych.indiana.edu. Checked 14 October 2026.