What Should World Models Forget? Stratified Retention for Continual Adaptation

Nishit Anand, Ramani Duraiswami, Dinesh Manocha

Continual learning treats degradation on previously seen data as evidence of failure, a convention inherited from settings with a stationary prediction target, where a correct labe…