A single human video is enough for a robot to acquire a new manipulation skill at inference time, with no parameter updates, reaching 62% success on 50 novel tasks.
What foundation models can bring for robot learning in manipulation: A survey.The International Journal of Robotics Research, 45(7):1091–1142, 2026
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Robots Acquire Manipulation Skills in Seconds from a Single Human Video
A single human video is enough for a robot to acquire a new manipulation skill at inference time, with no parameter updates, reaching 62% success on 50 novel tasks.