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OmniFysics-Nano-V2, a compact omni-modal model for physical-world perception and understanding, is presented and experiments show that the proposed data and training strategy improves physical-world understanding while preserving broad omni-modal competence.
Transforming multimodal resources into executable agent skills boosts performance by nearly 12 percentage points, showcasing the power of diverse learning materials.