CL4D: Contrastive Language-4D Pretraining for Vision-Language Reasoning in Dynamic Scenes

4D understanding and reasoning is a fundamental capability for embodied AI agents operating in dynamic physical environments. However, existing vision encoders are largely limited to static 2D images or 3D point clouds without temporal modeling, or to 2D videos that lack accurate geometric depth rea...