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Explicitly grounding MLLMs with object boxes during inference can actually *hurt* performance, but this work shows how to bake visual localization into the reasoning process itself.
Closing the real-to-sim gap in continuum dynamics requires modeling subtle material properties beyond simple isotropy – and MoSA shows how to do it.
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