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A Unified Perspective on Natural Gradient Variational Inference with Gaussian Mixture Models

23 September 2022

Papers citing "A Unified Perspective on Natural Gradient Variational Inference with Gaussian Mixture Models"

27 / 27 papers shown

Title
Learned Reference-based Diffusion Sampling for multi-modal distributions Maxence Noble Louis Grenioux Marylou Gabrié Alain Durmus DiffM 82 6 0 25 Oct 2024
NETS: A Non-Equilibrium Transport Sampler M. S. Albergo Eric Vanden-Eijnden DiffM 104 21 0 03 Oct 2024
Monotonic Alpha-divergence Minimisation for Variational Inference Kamélia Daudel Randal Douc François Roueff 65 9 0 09 Mar 2021
Tractable structured natural gradient descent using local parameterizations Wu Lin Frank Nielsen Mohammad Emtiyaz Khan Mark Schmidt 57 30 0 15 Feb 2021
Differentiable Trust Region Layers for Deep Reinforcement Learning Fabian Otto P. Becker Ngo Anh Vien Hanna Ziesche Gerhard Neumann OffRL 65 19 0 22 Jan 2021
Assisted Teleoperation in Changing Environments with a Mixture of Virtual Guides Marco Ewerton Oleg Arenz Jan Peters 11 18 0 12 Aug 2020
Automatic Differentiation Variational Inference with Mixtures Warren Morningstar Sharad M. Vikram Cusuh Ham Andrew Gallagher Joshua V. Dillon DRL BDL 41 20 0 03 Mar 2020
Handling the Positive-Definite Constraint in the Bayesian Learning Rule Wu Lin Mark Schmidt Mohammad Emtiyaz Khan BDL 73 36 0 24 Feb 2020
Expected Information Maximization: Using the I-Projection for Mixture Density Estimation P. Becker Oleg Arenz Gerhard Neumann 23 16 0 23 Jan 2020
Stein's Lemma for the Reparameterization Trick with Exponential Family Mixtures Wu Lin Mohammad Emtiyaz Khan Mark Schmidt 71 31 0 29 Oct 2019
Trust-Region Variational Inference with Gaussian Mixture Models Oleg Arenz Mingjun Zhong Gerhard Neumann 59 20 0 10 Jul 2019
Fast and Simple Natural-Gradient Variational Inference with Mixture of Exponential-family Approximations Wu Lin Mohammad Emtiyaz Khan Mark Schmidt BDL 47 70 0 07 Jun 2019
Compatible Natural Gradient Policy Search Joni Pajarinen Hong Linh Thai R. Akrour Jan Peters Gerhard Neumann 41 22 0 07 Feb 2019
Fast yet Simple Natural-Gradient Descent for Variational Inference in Complex Models Mohammad Emtiyaz Khan Didrik Nielsen BDL 77 63 0 12 Jul 2018
Fast and Scalable Bayesian Deep Learning by Weight-Perturbation in Adam Mohammad Emtiyaz Khan Didrik Nielsen Voot Tangkaratt Wu Lin Y. Gal Akash Srivastava ODL 149 272 0 13 Jun 2018
Natural Gradients in Practice: Non-Conjugate Variational Inference in Gaussian Process Models Hugh Salimbeni Stefanos Eleftheriadis J. Hensman BDL 73 86 0 24 Mar 2018
Fast Black-box Variational Inference through Stochastic Trust-Region Optimization Jeffrey Regier Michael I. Jordan Jon D. McAuliffe 34 28 0 07 Jun 2017
Sticking the Landing: Simple, Lower-Variance Gradient Estimators for Variational Inference Geoffrey Roeder Yuhuai Wu David Duvenaud BDL 112 201 0 27 Mar 2017
Conjugate-Computation Variational Inference : Converting Variational Inference in Non-Conjugate Models to Inferences in Conjugate Models Mohammad Emtiyaz Khan Wu Lin BDL 51 137 0 13 Mar 2017
Variational Boosting: Iteratively Refining Posterior Approximations Andrew C. Miller N. Foti Ryan P. Adams 51 125 0 20 Nov 2016
Boosting Variational Inference Fangjian Guo Xiangyu Wang Kai Fan Tamara Broderick David B. Dunson BDL 113 76 0 17 Nov 2016
Faster Stochastic Variational Inference using Proximal-Gradient Methods with General Divergence Functions Mohammad Emtiyaz Khan Reza Babanezhad Wu Lin Mark Schmidt Masashi Sugiyama 61 50 0 31 Oct 2015
A trust-region method for stochastic variational inference with applications to streaming data Lucas Theis Matthew D. Hoffman 53 43 0 28 May 2015
Trust Region Policy Optimization John Schulman Sergey Levine Philipp Moritz Michael I. Jordan Pieter Abbeel 277 6,776 0 19 Feb 2015
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 452 16,929 0 20 Dec 2013
Stochastic Variational Inference Matt Hoffman David M. Blei Chong-Jun Wang John Paisley BDL 259 2,625 0 29 Jun 2012
Nonparametric variational inference S. Gershman Matt Hoffman David M. Blei BDL 104 154 0 18 Jun 2012