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Probing Spatial State

Probing Spatial State is Do visual foundation models keep a spatial state? An interactive tour of probing ten frozen models across four levels: spatial structure, object persistence, predictive update and actionability.. It is ranked #3128 on the AI Radar, in AI research, first seen 4 days ago and shared in 1 post (905 views).

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Probing Spatial State Spatial State Frozen-feature probing · 10 models · 4 levels Probing Spatial State Representations in Visual Foundation Models Baiqiao Yin 1,2 , Zhongang Cai 2 , Ruisi Wang 2 , Qiwei Liang 3 , Lei Yang 4 , Ziwei Liu 2 1 New York University 2 Nanyang Technological University 3 The Hong Kong University of Science and Technology 4 The Chinese University of Hong Kong Ten frozen vision models read the room in ten different ways. None of them does well at all four things a spatial state needs: reading the scene, keeping it beyond view, updating it under motion and acting on it. Point to the chair Paper Code Watch a robot try…

What people said about Probing Spatial State on X

空间感知的评测一直错位:大家都在考「看得懂这张图吗」,很少有人考「走过两步之后还知道东西在哪吗」。这篇把 10 个视觉基座模型按 4 个层级探了一遍,评测轴换成了状态能否跨观测保持。做具身和 VLA 的值得看。

— @qingke_ai, 4 days ago · 4 likes · see the post

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FAQ

What is Probing Spatial State?

Do visual foundation models keep a spatial state? An interactive tour of probing ten frozen models across four levels: spatial structure, object persistence, predictive update and actionability. It was first shared on X 4 days ago and is ranked #3128 on the AI Radar.

Is Probing Spatial State free?

Yes, it is free to use.

Who shared Probing Spatial State?

1 account on X, including @qingke_ai, in 1 post totalling 905 views.

Every post is read and classified by AGK Intelligence: what it is, which market it belongs to, and whether the link is a real tool. 65.3k posts from 5k X accounts over the last 14 days, 10.4k tools, 19 markets. New posts are collected several times an hour and the full ranking is recomputed every hour — last update 2026-11-06 17:44 UTC. Full method.