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Author

Yanzhao Yu

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Preprint Oct 2026

Cracking Mobile Manipulation: From Failure Diagnosis to Agentic Robot System

Recent vision-language-action (VLA) models have shown strong performance on local robot manipulation, yet their success does not readily translate to long-horizon mobile manipulation. In our experiments, a pretrained subtask VLA achieves 80% success rate on atomic manipulation tasks but only 19% when these skills are c...

Zi-Xu Wang, Jia-Ning Li, Yin-Zhou Tang et al. · 0 citations
#artificial intelligence Preprint Aug 2026

Evolve Vision-Language-Action Model into an Agent with On-the-fly Tool-use

ART is a tool-injection framework that tunes any VLA model to leverage off-the-shelf tool modules for low-level vision, high-level affordance, and embodiment enhancement, and ART reduces the complexity of the action solution space through tool-use, which improves generalizability across different tasks but also reduces...

Ding-Ge Yi, Yanzhao Yu, Xi-Li Dai et al. · 1 citation

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