An expository tutorial deriving the ELBO for SDE-based generative models and presenting diffusion, score, and flow matching as variational parameterizations illustrated on a 1D example.
Neural flow diffusion models: Learnable forward process for improved diffusion modelling.arXiv preprint arXiv:2404.12940,
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Introduction to Stochastic Differential Equations for Generative Machine Learning: A Variational Perspective
An expository tutorial deriving the ELBO for SDE-based generative models and presenting diffusion, score, and flow matching as variational parameterizations illustrated on a 1D example.