RoboAlign-R1: Distilled Multimodal Reward Alignment for Robot Video World Models.

arXiv:2605.03821v2 Announce Type: replace-cross Abstract: Existing robot video world models are typically trained with low-level objectives such as reconstruction and perceptual similarity, which are poorly aligned with the capabilities that matter most for ro