الباحثون

Wosong Chen

المنشورات 2

نسخة أولية وصول مفتوح

In-Context Learning for Robots: Methods and Applications

Haojian Huang, Zexi Li, Junhao Guo وآخرون · 2026

General-purpose robots must infer what a new task requires and translate that understanding into appropriate physical action. In-context learning (ICL) for robots supports this process by using demonstrations and interaction to direct existing competence with neural parameters held fixed during deployment. We organize …

نسخة أولية وصول مفتوح

World Action Agent: Harnessing VLMs for Robot Manipulation via World Action Rehearsal

Yehang Zhang, Haojian Huang, Yifan Chang وآخرون · 2026

General-purpose vision-language models (VLMs) bring broad knowledge and spatial reasoning to robot manipulation, yet existing systems either use them indirectly, to predict constraints or write programs, or give them a view of the scene rather than a world in which to act. We present World Action Agent (WAA), a multi-a …

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