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Zhuangze Hou

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Preprint Aug 2026

Reference-Based Manipulation: A Framework and Pipeline for Multimodal Spatial Reasoning

When manipulating objects in immersive platforms through speech and gesture, users naturally construct spatial references, referring to scene entities, their bodies, or the environment. Leveraging spatial cognition theories, this work systematically examines how users construct and communicate spatial intent. Using a c...

Yangyang He, Zhuangze Hou, Yonglin Chen et al. · 0 citations

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