Energy-Structured Latent World Models with Neural Time Fields for Physically Constistent Open-World Motion Planning

Yapeng Liu, Yuanzhao Zhai, Bo Ding +2

Physically consistent motion planning remains a fundamental challenge in embodied AI, as generated trajectories must strictly conform to real-world execution dynamics. While latent…