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#artificial intelligence Preprint Sep 2026

MinkowskiPE: Minkowski Positional Encoding for Spatiotemporal Perception

Modeling spatiotemporal coupling is a key challenge in building physical intelligence across scales, from microscopic to macroscopic. Existing models capture such structure broadly through physics-motivated dynamical formulations or learning-motivated architectures. The former provide stronger priors but may constrain...

Yu-Hao Li, Louie Hong Yao, Tian-Yi Shi et al. · 0 citations
#artificial intelligence Preprint Sep 2026

The Linear Representation Hypothesis Needs a Group Action

It is argued that the Linear Representation Hypothesis is not one hypothesis but a family of claims distinguished by representation equivalence, and this framework clarifies how assumptions can change across metrics, reading points, and analysis stages, and is used to audit common representation quantities and recent i...

Louie Hong Yao, Yu-Hao Li, Sheng-Chao Liu · 0 citations

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