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Lin-Feng Zhao

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Preprint Sep 2026

MessyMem: Learning-from-Doing Memory for Mobile Manipulation

Mobile manipulators deployed across many rooms and visits should improve with experience: after discovering that a cabinet is locked or finding an object in a drawer, the robot should reuse that knowledge rather than start each task from scratch. Yet today's robots often treat each task as new: compact scene representa...

Anuva Banwasi, William Muckelroy, Priya Sundaresan et al. · 0 citations

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