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Few-step diffusion models can achieve state-of-the-art 4-NFE generation with simple on-policy velocity regression and a novel residual proxy, matching multi-step teacher performance without complex auxiliary models.
OPSD-V shows that incorporating real video context during training can dramatically enhance the performance of autoregressive video generators, leading to superior visual quality and motion fidelity.