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This work was supported in part by the National Natural Science Foundation of China under Grant T2388101, in part by the Huawei Industry-University Cooperation Project under Grant TC20250106029, and in part by the Pre-research Task (No. SKLRS202408B) of the State Key Laboratory of Robotics and Systems, Harbin Institute of Technology
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Zero-shot synthesis of articulated human-object interactions is now possible by treating diffusion-generated videos as supervision for 4D scene reconstruction, unlocking physically grounded interactions beyond rigid manipulation.