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DynThinker: Unifying Static 3D and Dynamic 4D Spatial Reasoning

Paper recorded by Signals 4 on 2026-10-14 in cs.CV. Abstract reproduced from arXiv; link to the original below.

Published 2026-10-14 on arXiv · recorded by Signals 4 on 2026-10-15

Category: cs.CV · 计算机视觉 · first seen 2026-10-15

Abstract

Achieving general spatial intelligence requires a unified understanding of both static 3D and dynamic 4D. However, we find that existing models struggle to excel at both: 3D post-training can weaken dynamic understanding, while 4D-specialized models often lack strong static 3D reasoning. Our analysis reveals that this spatial--dynamic interference is highly non-uniform across parameter groups, wit

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#268 most recent of 756 cs.CV papers we have recorded · ↑ newer: CommerceGen-Studio: An End-to-End Framework for Commercial-Grade Main- · ↓ older: GeoThinker-$F$: Endogenous Predictive World Representations for Fast S
Cite this page: DynThinker: Unifying Static 3D and Dynamic 4D Spatial Reasoning: the #268 most recent of 756 cs.CV papers we have recorded (as of 2026-10-14). Source: Signals 4 (Signals API) — https://data.jiangzhang.ca/signals4/t/papers/dynthinker-unifying-static-3d-and-dynamic-4d-spatial-reasoning.html
Free to quote with attribution to “Signals 4 (Signals API)”. Machine-readable: papers.json
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