# Mask Forcing: Improving Autoregressive Video Diffusion Distillation via Dual-Noise Masking Rollout

> Source: <https://aiflash.com/news/116111/>
> Published: 2026-09-09 05:01:14+00:00

Autoregressive (AR) video diffusion models have shown great potential in real-time video generation. Recent methods distill pretrained bidirectional video diffusion models into causal AR students through Distribution Matching Distillation (DMD), but the generated videos often suffer from over-satura