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Shanghai Jiao Tong University
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Directly conditioning video diffusion on audio wastes massive capacity on static background and identity pixels鈥攔outing control transitively through a causal motion latent distilled under a single frozen video teacher achieves real-time streaming at 15.4 FPS with zero fidelity loss.