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Variational Inference

802 papers

Papers per year

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Papers

Multi-Source Neural Variational Inference AAAI 2019
Learning Disentangled Representation with Pairwise Independence AAAI 2019
Efficient Gaussian Process Classification Using Pólya-Gamma Data Augmentation AAAI 2019
Dependency Grammar Induction with a Neural Variational Transition-Based Parser AAAI 2019
Dirichlet Multinomial Mixture with Variational Manifold Regularization: Topic Modeling over Short Texts AAAI 2019
Interleave Variational Optimization with Monte Carlo Sampling: A Tale of Two Approximate Inference Paradigms AAAI 2019
Learning Flexible Latent Representations via Encapsulated Variational Encoders AAAI 2019
Variational BEJG Solvers for Marginal-MAP Inference with Accurate Approximation of B-Conditional Entropy AAAI 2019
Compound Probabilistic Context-Free Grammars for Grammar Induction ACL 2019
Language Modeling with Shared Grammar ACL 2019
Topic Modeling with Wasserstein Autoencoders ACL 2019
Efficient Language Modeling with Automatic Relevance Determination in Recurrent Neural Networks ACL 2019
Minimax Online Prediction of Varying Bernoulli Process under Variational Approximation ACML 2019
Variational Inference from Ranked Samples with Features ACML 2019
A Generalization Bound for Online Variational Inference ACML 2019
Trust Region Sequential Variational Inference ACML 2019
Scalable Bayesian Learning for State Space Models using Variational Inference with SMC Samplers AISTATS 2019
Unbiased Implicit Variational Inference AISTATS 2019
Pathwise Derivatives for Multivariate Distributions AISTATS 2019
Efficient Inference in Multi-task Cox Process Models AISTATS 2019
Extreme Stochastic Variational Inference: Distributed Inference for Large Scale Mixture Models AISTATS 2019
Training Variational Autoencoders with Buffered Stochastic Variational Inference AISTATS 2019
Doubly Semi-Implicit Variational Inference AISTATS 2019
Differentiable Antithetic Sampling for Variance Reduction in Stochastic Variational Inference AISTATS 2019
Reparameterizing Distributions on Lie Groups AISTATS 2019