autoregressive-video-generation

Next Forcing introduces a multi-chunk prediction framework for causal world modeling that accelerates training and inference for autoregressive video generation while improving accuracy and physical law adherence.

One-Forcing improves one-step video generation by augmenting the DMD objective with an auxiliary GAN loss, achieving state-of-the-art performance with reduced training costs.