Generative model using Alpha flows (CNRS, INP Toulouse, IRIT, Sorbonne University)

Study the links between generative models and the mathematical framework of information geometry.

We will explore a new class of flows that has been introduced recently : the alpha-Flows. These flows are based on information geometry and therefore describe a different geometry than flow matching and diffusion. We will focus in particular on their interpretability and generalization properties, especially in the context of matching datasets applications