variational inference

2069 papers

Explore in graph

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

Black-Box Policy Search with Probabilistic Programs AISTATS 2016

Provable Bayesian Inference via Particle Mirror Descent AISTATS 2016

Conditional Graphical Lasso for Multi-Label Image Classification CVPR 2016

Iterative Refinement of the Approximate Posterior for Directed Belief Networks NIPS 2016

Incremental Variational Sparse Gaussian Process Regression NIPS 2016

Select-and-Sample for Spike-and-Slab Sparse Coding NIPS 2016

Mixture of Bilateral-Projection Two-Dimensional Probabilistic Principal Component Analysis CVPR 2016

Globally Sparse Probabilistic PCA AISTATS 2016

Variational Gaussian Copula Inference AISTATS 2016

Sequential Inference for Deep Gaussian Process AISTATS 2016

Learning Sigmoid Belief Networks via Monte Carlo Expectation Maximization AISTATS 2016

Tight Variational Bounds via Random Projections and I-Projections AISTATS 2016

Early Stopping as Nonparametric Variational Inference AISTATS 2016

Stochastic Variational Inference for the HDP-HMM AISTATS 2016

A Fixed-Point Operator for Inference in Variational Bayesian Latent Gaussian Models AISTATS 2016

Variational Tempering AISTATS 2016

A Theoretically Grounded Application of Dropout in Recurrent Neural Networks NIPS 2016

Sequential Neural Models with Stochastic Layers NIPS 2016

Disease Trajectory Maps NIPS 2016

An Architecture for Deep, Hierarchical Generative Models NIPS 2016

Using Social Dynamics to Make Individual Predictions: Variational Inference with a Stochastic Kinetic Model NIPS 2016

Linear dynamical neural population models through nonlinear embeddings NIPS 2016

Rényi Divergence Variational Inference NIPS 2016

Variational Inference in Mixed Probabilistic Submodular Models NIPS 2016

Stein Variational Gradient Descent: A General Purpose Bayesian Inference Algorithm NIPS 2016