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Preprint Oct 2026

Thinking from Above: Efficient Spatial Reasoning with Bird's-Eye-View Visual Tokens

Existing video multimodal large language models (MLLMs) organize observations primarily in time, but embodied spatial reasoning requires organizing them in space. Consequently, their visual representations can remain locally consistent across nearby frames while lacking a persistent spatial context that is stable acros...

Faizan Siddiqui, Nirav Savaliya, S. Chada et al. · 0 citations

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