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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

Implicit Reparameterization Gradients NIPS 2018
Faithful Inversion of Generative Models for Effective Amortized Inference NIPS 2018
Dual Latent Variable Model for Low-Resource Natural Language Generation in Dialogue Systems CONLL 2018
Variational Memory Encoder-Decoder NIPS 2018
Deep Bayesian Nonparametric Tracking ICML 2018
Yes, but Did It Work?: Evaluating Variational Inference ICML 2018
DVAE++: Discrete Variational Autoencoders with Overlapping Transformations ICML 2018
A Spectral Approach to Gradient Estimation for Implicit Distributions ICML 2018
Black-Box Variational Inference for Stochastic Differential Equations ICML 2018
Markov Modulated Gaussian Cox Processes for Semi-Stationary Intensity Modeling of Events Data ICML 2018
Variational Bayesian dropout: pitfalls and fixes ICML 2018
Fast Variational Bayes for Heavy-tailed PLDA Applied to i-vectors and x-vectors INTERSPEECH 2018
Scalable Factorized Hierarchical Variational Autoencoder Training INTERSPEECH 2018
Connections with Robust PCA and the Role of Emergent Sparsity in Variational Autoencoder Models JMLR 2018
Gaussian Lower Bound for the Information Bottleneck Limit JMLR 2018
Coupled Variational Bayes via Optimization Embedding NIPS 2018
Gaussian Process Conditional Density Estimation NIPS 2018
Improving Explorability in Variational Inference with Annealed Variational Objectives NIPS 2018
Learning to Decompose and Disentangle Representations for Video Prediction NIPS 2018
Inference in Deep Gaussian Processes using Stochastic Gradient Hamiltonian Monte Carlo NIPS 2018
Structured Variational Learning of Bayesian Neural Networks with Horseshoe Priors ICML 2018
Deep Probabilistic Logic: A Unifying Framework for Indirect Supervision EMNLP 2018
Semi-crowdsourced Clustering with Deep Generative Models NIPS 2018
DropMax: Adaptive Variational Softmax NIPS 2018
Stochastic Nonparametric Event-Tensor Decomposition NIPS 2018