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In audio and signal processing! diffusion models play an important role in applications such as speech synthesis and noise reduction. By leveraging noise addition and removal! these models can produce high-fidelity audio from raw input signals. In text-to-image synthesis! diffusion models excel at converting textual descriptions into vivid! coherent images. This application has significant potential…