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stochastic variational inference

59 papers

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SVI

Co-occurring keywords

variational inference (2069) bayesian inference (1907) gaussian process (1200) stochastic optimization (1060) latent variable model (564) topic model (290) deep gaussian process (38) neural network (6616) variance reduction (523) time series (435)

Papers

Differentiable Antithetic Sampling for Variance Reduction in Stochastic Variational Inference AISTATS 2019
Extreme Stochastic Variational Inference: Distributed Inference for Large Scale Mixture Models AISTATS 2019
Constraining the Dynamics of Deep Probabilistic Models ICML 2018
Augment and Reduce: Stochastic Inference for Large Categorical Distributions ICML 2018
On the challenges of learning with inference networks on sparse, high-dimensional data AISTATS 2018
Full Bayesian Hidden Markov Model Variational Autoencoder for Acoustic Unit Discovery INTERSPEECH 2018
Automorphing Kernels for Nonstationarity in Mapping Unstructured Environments CORL 2018
Reparameterization Gradient for Non-differentiable Models NIPS 2018
Scalable Generalized Dynamic Topic Models AISTATS 2018
Gamma-Poisson Dynamic Matrix Factorization Embedded with Metadata Influence NIPS 2018
Stochastic Variational Inference With Gradient Linearization CVPR 2018
Heterogeneous Multi-output Gaussian Process Prediction NIPS 2018
Dynamic Collaborative Filtering With Compound Poisson Factorization AISTATS 2017
Random Feature Expansions for Deep Gaussian Processes ICML 2017
Scaling Factorial Hidden Markov Models: Stochastic Variational Inference without Messages NIPS 2016
Latent Space Inference of Internet-Scale Networks JMLR 2016
Reliable and Scalable Variational Inference for the Hierarchical Dirichlet Process AISTATS 2015
A trust-region method for stochastic variational inference with applications to streaming data ICML 2015
An Empirical Study of Stochastic Variational Inference Algorithms for the Beta Bernoulli Process ICML 2015
Stochastic Structured Variational Inference AISTATS 2015
Scalable Model Selection for Large-Scale Factorial Relational Models ICML 2015
Markov Mixed Membership Models ICML 2015
A Filtering Approach to Stochastic Variational Inference NIPS 2014
Doubly Stochastic Variational Bayes for non-Conjugate Inference ICML 2014
Stochastic Variational Inference for Bayesian Time Series Models ICML 2014