Learning from Next-Frame Prediction: Towards Unified and Scalable Visual World Modeling.

arXiv:2610.30724v2 Announce Type: replace-cross Abstract: Video provides a natural source of supervision: what happens next serves as a learning signal for visual world modeling. Yet masked video pretraining focuses on recovering missing content from surroundi