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This framework surveys manipulation, navigation, locomotion, autonomous driving, and general embodied learning, tracing technical progressions, clarifying capability requirements, and examining datasets, benchmarks, and evaluation protocols.
Streaming 3D reconstruction over thousands of frames is now possible with constant memory and linear time, thanks to a novel attention mechanism that learns to propagate geometric evidence across multiple timescales.