Mmastodon Technology Robotics first seen 14 h ago, last 45 min ago, peak #2

Vision-language models shown to drive robot manipulation directly

Original: Pretrained vision-language models can serve as native action models for robotic manipulation through explicit action-spa

A new arXiv paper in robotics argues that pretrained vision-language models can act directly as manipulation controllers when grounded in an explicit action space, rather than serving only as perception or planning helpers. The approach suggests a path to reusing large pretrained models as the core 'brain' of robotic arms, a step researchers say could cut the cost of training robot-specific policies from scratch.

Why now: Fresh arXiv research proposes reusing large vision-language models as direct robot controllers, a notable shift in robotics.

arXiv vision-language models robotic manipulation

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Evidence

Pretrained vision-language models can serve as native action models for robotic manipulation through explicit action-space grounding. Source: arXiv cs.RO https:// arxiv.org/abs/2610.12832 # Robotics · sipirtu · 1

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