Beyond Dense Futures: World Models as Structured Planners for Robotic Manipulation

Minghao Jin, Mozheng Liao, Mingfei Han +2

Recent world-model-based Vision-Language-Action (VLA) architectures have improved robotic manipulation through predictive visual foresight. However, dense future prediction introdu…