Stefan Ivanovic

Generative Modeling of Discrete Latent Structures via Dynamic Policy Gradients

Many scientific problems require inferring unobserved mechanistic latent states from indirect observations. While classical approaches, including expectation-maximization, do not scale to combinatorially large spaces, deep learning approaches such as variational autoencoders typically form artificia…