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variational inference

2069 papers

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Also known as

VI-NET VRNN VBI SVI VIBE VQ-VAE ADVI VARNET MCVI PARVI SAVI VI VAE VMP VB BBVI ELBO VIB

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

Deep Gaussian Processes AISTATS 2013
Integrated Non-Factorized Variational Inference NIPS 2013
Variational Policy Search via Trajectory Optimization NIPS 2013
Efficient Online Inference for Bayesian Nonparametric Relational Models NIPS 2013
Structural Expectation Propagation (SEP): Bayesian structure learning for networks with latent variables AISTATS 2013
Efficient Variational Inference for Gaussian Process Regression Networks AISTATS 2013
Online Learning of Nonparametric Mixture Models via Sequential Variational Approximation NIPS 2013
Majorization for CRFs and Latent Likelihoods NIPS 2012
Variational Inference for Crowdsourcing NIPS 2012
Nonparametric Max-Margin Matrix Factorization for Collaborative Prediction NIPS 2012
Bayesian Pedigree Analysis using Measure Factorization NIPS 2012
Why MCA? Nonlinear sparse coding with spike-and-slab prior for neurally plausible image encoding NIPS 2012
The Time-Marginalized Coalescent Prior for Hierarchical Clustering NIPS 2012
Complex Inference in Neural Circuits with Probabilistic Population Codes and Topic Models NIPS 2012
Fully Bayesian inference for neural models with negative-binomial spiking NIPS 2012
Probabilistic Low-Rank Subspace Clustering NIPS 2012
Bayesian models for Large-scale Hierarchical Classification NIPS 2012
Bayesian Probabilistic Co-Subspace Addition NIPS 2012
Multimodal Learning with Deep Boltzmann Machines NIPS 2012
MedLDA: Maximum Margin Supervised Topic Models JMLR 2012
Factorized Asymptotic Bayesian Inference for Mixture Modeling AISTATS 2012
A Better Way to Pretrain Deep Boltzmann Machines NIPS 2012
Collaborative Gaussian Processes for Preference Learning NIPS 2012
Scalable Inference of Overlapping Communities NIPS 2012
A Polynomial-time Form of Robust Regression NIPS 2012