One Token Per Frame: Reconsidering Visual Bandwidth in World Models for VLA Policy

Zuojin Tang, Shengchao Yuan, Xiaoxin Bai +4

Vision-language-action (VLA) models increasingly rely on auxiliary world modules to plan over long horizons, yet how such modules should be parameterized on top of a pretrained VLA…