AI Research Atlas

RoboCat

Google DeepMind · 20 June 2023

Gato-based self-improving robot agent that learns new tasks from 100-1,000 demos and retrains on its own practice data.

Multi-embodiment agent built on Gato that learns a new task or arm from 100-1,000 human demonstrations, generates its own extra data (about 10,000 practice attempts), and retrains. Success on unseen tasks rose from 36% to 74% across versions.

Date
Tuesday, 20 June 2023
Lab
Google DeepMind
Kind
paper
Access
research preview

Figures

MeasureValueMeasured by
Unseen-task success (500 demos/task)36% to 74%
first to final version
company

Sources

  1. deepmind.google/blog/robocat-a-self-improving-robotic-agent/

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