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stat.ML2022★ 1 cited
Manifold Gaussian Variational Bayes on the Precision Matrix
Martin Magris, Mostafa Shabani, Alexandros Iosifidis
We propose an optimization algorithm for Variational Inference (VI) in complex models. Our approach relies on natural gradient updates where the variational space is a Riemann mani…
stat.ML2022★ 2 cited
Quasi Black-Box Variational Inference with Natural Gradients for Bayesian Learning
Martin Magris, Mostafa Shabani, Alexandros Iosifidis
We develop an optimization algorithm suitable for Bayesian learning in complex models. Our approach relies on natural gradient updates within a general black-box framework for effi…