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Preprint Oct 2026

Clean Forcing: Drift-Resistant Autoregressive Video Diffusion with a Frozen Base

Autoregressive (AR) video diffusion models generate streaming video of arbitrary length by conditioning each new chunk of frames on those already generated. However, they suffer from exposure bias, where a model trained on clean context must continue from its own imperfect outputs, and errors compound until quality col...

Wen-Qing Wang, Joonghyuk Shin, Jonathan Tremblay et al. · 0 citations

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