World Models Need a Physical Registry: Learning Internal Predictive States for Physically Plausible World Models.

arXiv:2610.16365v1 Announce Type: new Abstract: Video world models must generate physically plausible futures, not just realistic frames. Existing approaches typically use semantic, physical, or predictive information to guide the visual generation stream, lea