Direct Forcing: Single-Stage Training with Representation-Space Supervision for Few-Step Autoregressive Video Generation.

arXiv:2610.30861v2 Announce Type: replace-cross Abstract: Few-step autoregressive video generation enables low-latency streaming, yet prevailing training pipelines separate causal adaptation from distribution matching. Recent representation-based text-to-video