NVIDIA Research (Toronto AI Lab) · Research Paper

Align Your Flow

Proposes flow map distillation method that unifies consistency models and flow matching, achieving state-of-the-art few-step image generation on ImageNet while maintaining quality across variable step counts. Analytically proves consistency models suffer from error accumulation in multi-step sampling and introduces new training objectives with autoguidance and adversarial finetuning techniques.

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