How do diffusion models contribute to the field of generative AI$?$

Diffusion models are not relevant to generative AI$.$

Diffusion models utilize gradients to optimize a predefined objective during training.

Diffusion models simulate the gradual spreading of information across a dataset to generate new samples.

Diffusion models primarily focus on preprocessing input data for generative models.