Beyond Multimodal Alignment: Shared Physical Representations Across Sensors and Action Orders

Multimodal world models are often evaluated by whether different sensors produce similar representations. However, similar representations do not necessarily imply that the models make the same physical predictions, or that those representations can be reused when actions are combined in a new order