54 citations · 111 across the 13 of their papers we have counts for
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cs.LG2018★ 2 cited
Learning in Variational Autoencoders with Kullback-Leibler and Renyi Integral Bounds
Septimia Sârbu, Riccardo Volpi, Alexandra Peşte +1
In this paper we propose two novel bounds for the log-likelihood based on Kullback-Leibler and the Rényi divergences, which can be used for variational inference and in particular…
math.ST2018★ 14 cited
Wasserstein Riemannian Geometry of Positive Definite Matrices
Luigi Malagò, Luigi Montrucchio, Giovanni Pistone
The Wasserstein distance on multivariate non-degenerate Gaussian densities is a Riemannian distance. After reviewing the properties of the distance and the metric geodesic, we pres…