… The convex-update variational family can be trained using standard inference techniques …
new form of fully automatic inference as automatic structured variational inference (ASVI). A …

… of automatic structured variational inference … automatic structured variational inference
method provides an algorithm that takes a probabilistic program as input and outputs a variational …

… Deriving variational inference algorithms requires tedious model-specific calculations; this
… an automatic variational inference algorithm, automatic differentiation variational inference (…

… ADVI automatically derives an efficient variational inference algorithm, freeing the scientist
to refine and explore many models. ADVI supports a broad class of models--no conjugacy …

… Inferring the structure of a neural network or the Automatic … We propose an Structure
Generating Variational Auto-… latent space, we use variational inference to incorporate it into the …

… Then we introduce the concept of Automatic Differentiation Variational Inference (ADVI),
and present our new method which we refer to as physically structured variational inference (…

… Structural damage from earthquakes has been assessed … -supervised Automatic Differentiation
Variational Inference (ADVI… It is a state-of-the-art, intelligent technology that automatically …

… automated variational method for approximate inference in … as the variational distribution,
we show that (i) the variational … We further propose two instances of the variational distribution …

… underlying variational inference idea to the Bayesian slip inversion. This paper is structured
as follows: in Section 2, we illustrate the fundamental principle of variational inference and …

… structured variational inference for LDA [66] shows that maintaining global structure is vital,
while structured variational inference … the observations while automatically focusing on …