Zi-Yang Liu

KineWorld: Action-Induced Transport Fields for Embodied World Modeling

Embodied world models predict the visual consequences of candidate actions before execution. However, existing action-conditioned world models often adopt uniformly weighted visual generation objectives that can be misaligned with embodied prediction needs. Even with explicit motion conditioning, these objectives can u...