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Back to UC Berkeley's Alison Gopnik: "Babies are the ultimate supercomputers", with Alison Gopnik.

What Does Alison Gopnik's MESS Acronym Say Children Do That Current AI Does Not?

Alison Gopnik tells Danny Fortson that children solve problems differently from current AI. Her acronym is MESS: model building, exploration, and social learning. Model building is the claim of her book The Scientist in the Crib. Children hold theories, test them, and make counterfactuals, more than spotting correlations. Exploration is what adults call getting into everything, an explore-versus-exploit tradeoff. She cites the Goldilocks effect, work by Berkeley colleague Celeste Kidd: even a nine-month-old looks longest at a just-right amount of new information. Social learning is watching people nearby and trying to join in. She sets AlphaZero, which can beat chess grandmasters, against her grandson Addie throwing the pieces in a wastebasket and inventing a new game.

Transcript

UC Berkeley's Alison Gopnik: "Babies are the ultimate supercomputers" ·

Danny in the Valley

More from this episode

  1. Why Are People Who Work in Artificial Intelligence Coming Up Against Many BarriersTechniques that have been used aren't powerful enough to do the type of learning that humans do.
  2. How Do Children LearnFrom small amounts of data, they can make very impressive generalizations. Studies show that they are often better than adults at coming up with unlikely ideas.
  3. What Is Alison Gopnik's Curiosity-based Learning?On Danny in the Valley, Alison Gopnik of UC Berkeley describes work with Berkeley computer scientists, including Pulkit Agrawal and Deepak Pathak.
  4. Why Are Children Such Good Models for Artificial IntelligenceBabies and young children are born with a lot of ideas of how the world works.
  5. What Is the Next Step in How Artificial Intelligence AdvancesPart of it may involve determining if it is best to develop systems that humans can't do well vs. what they can do well (i.e.
  6. Is Artificial Intelligence Heading Back to Baby Brains?Yes. The general idea of the way to go is to continue to develop these structured models surrounding the brain development of babies and young children.

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