Goal-oriented Vision-and-Language Navigation (VLN) requires agents to locate and reach targets described in natural language without prescribed routes. Air--ground collaboration is valuable for tasks requiring both wide-area search and fine-grained localization. However, systematic study of goal-oriented air--ground co...
Zhen-Xuan Zeng, Qing Wu, Wei Suo et al.· 0 citations
BICPO-VLA addresses the request-to-handoff gap by reducing iterative refinement in the original action space and applies reference-relative Flow-DPO among behaviorally matched candidates, adapting the generated chunk to the remaining request-to-handoff mismatch without changing its intended behavior.
Ming Shang, Yuchen Huang, Jiaoyang Chen et al.· 1 citation
PBD-AG is presented, a persistent baseline-delta active graph framework that decouples robot-verified stable fixtures from revisable dynamic object events, and maintains reliability-weighted object states over geometry, semantics, identity, existence, and support relations.
Shuo Bao, Wei Dong, Shu-Yue Zhang et al.· 0 citations
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