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variational inference

2069 papers

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VI

Co-occurring keywords

bayesian inference (1904) gaussian process (1198) generative model (2889) variational autoencoder (1282) latent variable model (564) probabilistic modeling (851) representation learning (6174) uncertainty quantification (1365) latent variable (541) approximate inference (253)

Papers

Natural-Parameter Networks: A Class of Probabilistic Neural Networks NIPS 2016
Factor Analysis Based Speaker Verification Using ASR INTERSPEECH 2016
Diversity-Promoting Bayesian Learning of Latent Variable Models ICML 2016
A Variational Analysis of Stochastic Gradient Algorithms ICML 2016
A Distributed Variational Inference Framework for Unifying Parallel Sparse Gaussian Process Regression Models ICML 2016
Learning to Generate with Memory ICML 2016
Collapsed Variational Inference for Sum-Product Networks ICML 2016
Auxiliary Deep Generative Models ICML 2016
Extended and Unscented Kitchen Sinks ICML 2016
Structured and Efficient Variational Deep Learning with Matrix Gaussian Posteriors ICML 2016
Neural Variational Inference for Text Processing ICML 2016
Variational Inference for Monte Carlo Objectives ICML 2016
Semiparametric Mean Field Variational Bayes: General Principles and Numerical Issues JMLR 2016
Variational Dependent Multi-output Gaussian Process Dynamical Systems JMLR 2016
d-VMP: Distributed Variational Message Passing PGM 2016
Learning Stationary Time Series using Gaussian Processes with Nonparametric Kernels NIPS 2015
Learning Structured Output Representation using Deep Conditional Generative Models NIPS 2015
Gamma Processes, Stick-Breaking, and Variational Inference AISTATS 2015
Scalable Nonparametric Multiway Data Analysis AISTATS 2015
Probabilistic Backpropagation for Scalable Learning of Bayesian Neural Networks ICML 2015
Entropy-Based Latent Structured Output Prediction ICCV 2015
Variational Inference for Gaussian Process Modulated Poisson Processes ICML 2015
Scalable Variational Inference in Log-supermodular Models ICML 2015
Higher-Order Inference for Multi-Class Log-Supermodular Models ICCV 2015
MCMC for Variationally Sparse Gaussian Processes NIPS 2015