OpenAI announces the latest consistency model with simplified formulas, higher training stability, and scalability. SCMs can generate samples comparable to leading diffusion models, but only require two sampling steps. Consistency models offer a faster alternative to traditional diffusion models for generating high-quality samples. Unlike diffusion models, which generate samples gradually through a large number of denoising steps, consistency models aim to convert noise directly into noise-free samples in one step.