History Forcing Improves Long-Horizon Video World Model Consistency
November 2, 2026
The History Forcing framework enhances few-step autoregressive video diffusion by using historical context to supervise student models. This method reduces inconsistencies when subjects or scenes reappear in long-duration video generation.
HOW THIS AFFECTS YOU
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researcherThis provides a new on-policy distillation framework to address temporal consistency in video generation.