EA-WM: Event-Aware World Models with Task-Specification Grounding for Long-Horizon Manipulation

Pretrained-feature world models provide a useful substrate for robot imagination, but visual or latent prediction alone does not determine whether an imagined future satisfies task-relevant events. Long-horizon manipulation requires progress signals that are relational, predicate-level, and physical...