83.4k citations · 107.7k across the 29 of their papers we have counts for
Showing 2013Show all
2 papers · 1 filter
stat.ML2013★ 15.1k cited
Auto-Encoding Variational Bayes
Diederik P Kingma, Max Welling
How can we perform efficient inference and learning in directed probabilistic models, in the presence of continuous latent variables with intractable posterior distributions, and l…
cs.LG2013★ 28 cited
Fast Gradient-Based Inference with Continuous Latent Variable Models in Auxiliary Form
Diederik P Kingma
We propose a technique for increasing the efficiency of gradient-based inference and learning in Bayesian networks with multiple layers of continuous latent vari- ables. We show th…