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Active Spatial Inspection for Effective and Efficient Embodied Exploration

arXiv · AI, language, vision and robotics · article · Sep 18, 2026 · UTC

Achieving high task success and efficiency remains a central pursuit in embodied exploration. Existing frameworks typically guide agent behavior through a spatially coarse and indirect assessment of suggestive cues and directions, yet such designs may struggle to judge cue sufficiency and the need for further inspection, leading to early termination or excessive continuation and ultimately reducing task success and efficiency. This work rethinks embodied exploration from a spatially explicit standpoint and introduces the spatial-inspection-guided ACtive Exploration (ACE) framework coupling evi

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Evidence & attribution

First collected: 2026-09-23T14:01:59.594Z. This is not the publication date.