Variational Mixtures and Multi-Marginal Flow Matching: Advancing Statistical Inference with Biological Applications

In this thesis I develop methods for statistical inference when the distributions arising from complex biological systems are multi-modal, geometrically structured, and sometimes only defined up to a normalizing constant. I start from variational inference and, when analytic update equations are una