Diffusion Models: The Swiss Army Knife for Generative AI in Science

Diffusion models have transformed generative AI by enabling breakthroughs in diverse applications, such as images, videos, and speech. We'll show that these versatile frameworks extend beyond traditional domains and hold substantial potential for scientific data modeling. Through case studies spanning molecular generation, protein design, and weather modeling, we'll explore the unique opportunities and challenges involved in leveraging diffusion models to answer complex scientific questions.