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OpenAI introduces Consistency Models, a new family of generative models that enable fast one-step image generation by directly mapping noise to data, while supporting multi-step sampling and zero-shot editing tasks like inpainting and super-resolution. The approach achieves state-of-the-art FID scores on CIFAR-10 and ImageNet 64x64 for one-step generation.