MoCaP: Mobile Code-as-Policies for Zero-Shot Mobile Manipulation from Passive Human Videos

MoCaP turns passive human videos into guidance for mobile manipulation by extracting spatial memory and cues about how people prepare to interact with objects. It uses a closed-loop code-as-policy agent to coordinate navigation and tool use, allowing robots to perform tasks without prior demonstrations. This enables zero-shot manipulation guided by general human experience.

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