Sheng-Chao Liu

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...