248 citations · 651 across the 15 of their papers we have counts for
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cs.LG2018★ 6 cited
Learning Implicit Generative Models with the Method of Learned Moments
Suman Ravuri, Shakir Mohamed, Mihaela Rosca +1
We propose a method of moments (MoM) algorithm for training large-scale implicit generative models. Moment estimation in this setting encounters two problems: it is often difficult…
stat.ML2018★ 47 cited
Distribution Matching in Variational Inference
Mihaela Rosca, Balaji Lakshminarayanan, Shakir Mohamed
With the increasingly widespread deployment of generative models, there is a mounting need for a deeper understanding of their behaviors and limitations. In this paper, we expose t…