Pretrained robot manipulation policies such as vision-language-action models (VLAs) or world-action models (WAMs) leave interaction-relevant metric geometry implicit. Recent breakthroughs in spatial reconstruction can supply the necessary geometry reliably, but their features describe local shape without stating where...
Ding-Sheng Liu, Yang-Zheng Wu, Mahboubeh Asadi et al.· 0 citations
Hierarchical planning frameworks combine skills from multiple robot control policies for long-horizon task execution, where determining when to terminate the current skill and advance to the next subtask is essential. Existing approaches often rely on pre-designed completion signal checkers that are hard to obtain in r...
Jinbang Huang, Yuan Hu, Zhi-Yuan Li et al.· 0 citations
RoboHarness is proposed, a unified framework that encapsulates independently developed robot control systems as reusable agentic skills as well as a general framework compatible with a broader range of robot policies, such as navigation policies, model predictive controllers, and world-action models.
Jinbang Huang, Yuan Hu, Zhiyuan Li et al.· arXiv.org· 3 citations· ⚡1
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