RoboticsRobot learningStory 04
Robot chores improve when failures get separate fixes
What changedThe researchers diagnosed planning, navigation, base-positioning, and manipulation failures separately, then added targeted interventions around a fixed robot policy. Real-robot success rose from five of twenty tasks to thirteen of twenty without simply scaling the underlying vision-language-action model.
The useful part
Why it matters
Real-robot success rose from five of twenty tasks to thirteen of twenty without simply scaling the underlying vision-language-action model.
Keep in mind
Good to know
The real-robot sample is twenty tasks and the code was promised rather than available at cutoff.
Evidence