Latent Video Prediction for World Modeling: An Evaluation Uncovering Intriguing Favorable Evidence.

arXiv:2605.15618v2 Announce Type: replace-cross Abstract: Self-supervised video models are increasingly framed as world models, yet they are still evaluated almost entirely on clean video and reported as a final task score, obscuring how their representations