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spatial AI

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RESEARCHarXiv CS.AI·4/20/2026

GIST: Multimodal Knowledge Extraction and Spatial Grounding via Intelligent Semantic Topology

GIST introduces a multimodal knowledge extraction pipeline for spatial grounding in complex environments, transforming mobile point clouds into semantically annotated navigation topologies. It distills scenes into 2D occupancy maps, extracts topological layouts, and overlays a lightweight semantic layer to aid embodied AI and humans.

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