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Probabilistic Models of Cognition

a year ago
  • #probabilistic models
  • #open source
  • #cognitive science
  • The book explores the probabilistic approach to cognitive science, modeling learning and reasoning as inference in complex probabilistic models.
  • It examines various empirical phenomena like intuitive physics, concept learning, causal reasoning, social cognition, and language understanding using probabilistic programs (WebPPL language).
  • The book is an open-source project, welcoming contributions via GitHub.
  • Key contributors include Noah D. Goodman (editor), Joshua B. Tenenbaum, Daphna Buchsbaum, and others.
  • Technical assistance was provided by Andreas Stuhlmüller, Tomer Ullman, John McCoy, Long Ouyang, and Julius Cheng.
  • Supported by grants from the Office of Naval Research, the James S. McDonnell Foundation, the Stanford VPOL, and the Center for Brains, Minds, and Machines.