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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

Affine Independent Variational Inference NIPS 2012
Bayesian Warped Gaussian Processes NIPS 2012
Multilabel Classification using Bayesian Compressed Sensing NIPS 2012
Expectation Propagation in Gaussian Process Dynamical Systems NIPS 2012
Fast Bayesian Inference for Non-Conjugate Gaussian Process Regression NIPS 2012
Density Propagation and Improved Bounds on the Partition Function NIPS 2012
Select and Sample - A Model of Efficient Neural Inference and Learning NIPS 2011
Practical Variational Inference for Neural Networks NIPS 2011
Message-Passing for Approximate MAP Inference with Latent Variables NIPS 2011
Switch-Reset Models : Exact and Approximate Inference AISTATS 2011
t-divergence Based Approximate Inference NIPS 2011
Unifying Non-Maximum Likelihood Learning Objectives with Minimum KL Contraction NIPS 2011
Global Solution of Fully-Observed Variational Bayesian Matrix Factorization is Column-Wise Independent NIPS 2011
Accelerated Adaptive Markov Chain for Partition Function Computation NIPS 2011
Generalized Beta Mixtures of Gaussians NIPS 2011
Variational Gaussian Process Dynamical Systems NIPS 2011
Approximate inference for the loss-calibrated Bayesian AISTATS 2011
Non-conjugate Variational Message Passing for Multinomial and Binary Regression NIPS 2011
Convergent Decomposition Solvers for Tree-reweighted Free Energies AISTATS 2011
Online Variational Inference for the Hierarchical Dirichlet Process AISTATS 2011
Robust Bayesian Matrix Factorisation AISTATS 2011
Evolving Cluster Mixed-Membership Blockmodel for Time-Evolving Networks AISTATS 2011
Spike and Slab Variational Inference for Multi-Task and Multiple Kernel Learning NIPS 2011
The Discrete Infinite Logistic Normal Distribution for Mixed-Membership Modeling AISTATS 2011
On Tracking The Partition Function NIPS 2011