AAD-1: Asymmetric Adversarial Distillation for One-Step Autoregressive Video Generation 事件
BREAKTHROUGH2026-06-03影响: HIGH
AAD-1: Asymmetric Adversarial Distillation for One-Step Autoregressive Video Generation arXiv:2606.03972v1 Announce Type: new Abstract: We present AAD-1, an Asymmetric Adversarial Distillation framework for One-step autoregressive image-to-video generation. State-of-the-art methods adopt adversarial distillation but suffer from motion collapse and training instability, resulting in static videos. AAD-1 addresses these challenges through two key designs in architecture and training strategy. Our