Variational Inference

An Introduction to Variational Autoencoders

The canonical tutorial on Variational Autoencoders by Kingma and Welling — the original VAE inventors. Covers the ELBO, reparameterization trick, and extensions to deeper generative models. Essential background for anyone working with latent variable models or modern diffusion/flow models.