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

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, leaving a fundamental question: where inside the generator should predictions of scene evol