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It is the diversity of a robot data set, not its size, that produces generalization: dropping the most diverse slice hurts far more than dropping a random fifth.

Drawn from what Chelsea Finn said

robotics
What this subject means

robotics Machines that act in the world: humanoids, training data for robots, and how far behind language models they run.

What Chelsea Finn actually said

  1. Chelsea Finn Assistant professor of computer science at Stanford
    we find that the performance on held out tasks decreases dramatically. Whereas if we um just take out a random 20% of the data that's less diverse than the most diverse subset, the performance um only decreases a little bit. And so this suggests that actually having really diverse data plays an important role in enabling it to generalize to new tasks.

    Watch from 35:33 plays here

    ↗Chelsea Finn: This is the State of the Art in Roboticsyoutube.com

    12 Aug 2026 · video · 58m · spoken · machine transcript

    All 22 korrents from this recordingthis one is 12th

Added to korrents 7 Sept 2026 · How quotes work · Something wrong? Tell us

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