Measuring the Value of World-Model Updates: A Counterfactual Utility Protocol for Continual Adaptation

Anqi Peter Li, Kaden Kim

Continual world models must decide whether new data justify changing the model. Fixed replay schedules and prediction-error triggers specify when to update, but neither reveals the…