9 citations · 19 across the 5 of their papers we have counts for
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cs.LG2022★ 1 cited
Inversion of Bayesian Networks
Jesse van Oostrum, Peter van Hintum, Nihat Ay
Variational autoencoders and Helmholtz machines use a recognition network (encoder) to approximate the posterior distribution of a generative model (decoder). In this paper we stud…
cs.LG2022★ 5 cited
Invariance Properties of the Natural Gradient in Overparametrised Systems
Jesse van Oostrum, Johannes Müller, Nihat Ay
The natural gradient field is a vector field that lives on a model equipped with a distinguished Riemannian metric, e.g. the Fisher-Rao metric, and represents the direction of stee…