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AAD-1: Asymmetric Adversarial Distillation for One-Step Autoregressive Video Generation

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.

arXiv CS 7d ago

AAD-1: Asymmetric Adversarial Distillation for One-Step Autoregressive Video Generation

Announce Type: replace 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.

arXiv CS 6d ago