Right Screen, Wrong Transition: World Models as Verifiers for GUI Agents

LGWM provides an action-conditioned, decoder-free world model that predicts next-screen representations directly within the observation space. This eliminates the need for a secondary model to compare text or image outputs against observed screens, enabling more efficient verification of GUI transitions to detect adversarial UI hijacking.