From Static to Dynamic: On-Policy Distillation from Image to Video Diffusion Models.

arXiv:2609.34371v1 Announce Type: cross Abstract: On-policy distillation (OPD) specializes pretrained video diffusion models through teacher supervision along the student's own generation trajectory. Although large video models are natural teachers, developing