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Achieving seamless transitions from navigation to manipulation, TONAV closes the gap that has long hindered quadrupedal mobile manipulation.
DA-Nav achieves a remarkable 56.16% success rate in complex urban navigation, setting a new benchmark for direction-aware robotic systems.
Task insensitivity in language models leads to significant failures in OOD generalization, but a novel optimization technique can reverse this trend.
