Generative Artificial Intelligence (GenAI) is profoundly transforming the scientific and technological landscape, raising fundamental questions about the mathematical principles that underlie generative models, along with their potentialities and weaknesses. As a matter of fact, while deep learning architectures such as diffusion models, transformers, and variational autoencoders are achieving large success in generating complex […]