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E2067 - Apple-$Ï€$: Benchmarking Thinking with Video Towards Law-Grounded Physical Intelligence

Published: July 22, 2026

Duration: 22:03

🤗 Upvotes: 39 | cs.CV

Authors:
Runmao Yao, Kairui Hu, Yukang Cao, Ruisi Wang, Shulin Tian, Ziang Cao, Weichen Fan, Ziqi Huang, Yuhao Dong, Hao Li, Zhaoxi Chen, Zhongang Cai, Lei Yang, Ziwei Liu

Title:
Apple-$Ï€$: Benchmarking Thinking with Video Towards Law-Grounded Physical Intelligence

Arxiv:
http://arxiv.org/abs/2607.16401v1

Abstract:
Modern video generation models are increasingly hailed as emerging world models with an internalized grasp of physical law. Yet existing benchmarks largely evaluate physical plausibility only at the output level, without verifying whether the model arrives there through a fa...