Preprint
Nov 2026
History Forcing: Distilling History-Dependent Continuations for Long-Horizon Video World Models
Few-step autoregressive video diffusion enables efficient generation, yet maintaining consistency over long rollouts remains challenging, especially when subjects or scenes reappear after going out of sight. Despite progress in fidelity and rollout robustness, existing distillation methods do not fully exploit richer h...
Hang-Yi Kuang, Cheng-Zhi Wang, Ye-Fei He et al.
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