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Variational Inference

767 directly classified papers

Papers per year

Papers

Rapid Convergence of the Unadjusted Langevin Algorithm: Isoperimetry Suffices NIPS 2019
Multi-task Learning for Aggregated Data using Gaussian Processes NIPS 2019
Stein Variational Gradient Descent With Matrix-Valued Kernels NIPS 2019
GRU-ODE-Bayes: Continuous Modeling of Sporadically-Observed Time Series NIPS 2019
Universal Boosting Variational Inference NIPS 2019
Variational Training for Large-Scale Noisy-OR Bayesian Networks UAI 2019
Switching Linear Dynamics for Variational Bayes Filtering ICML 2019
Augmenting and Tuning Knowledge Graph Embeddings UAI 2019
Randomized Value Functions via Multiplicative Normalizing Flows UAI 2019
Generic Inference in Latent Gaussian Process Models JMLR 2019
A Particle-Based Variational Approach to Bayesian Non-negative Matrix Factorization JMLR 2019
Automated Scalable Bayesian Inference via Hilbert Coresets JMLR 2019
Variational Inference MPC for Bayesian Model-based Reinforcement Learning CORL 2019
Probability Functional Descent: A Unifying Perspective on GANs, Variational Inference, and Reinforcement Learning ICML 2019
Learning interpretable continuous-time models of latent stochastic dynamical systems ICML 2019
Extreme Stochastic Variational Inference: Distributed Inference for Large Scale Mixture Models AISTATS 2019
Variational Bayesian Multi-Channel Speech Dereverberation Under Noisy Environments with Probabilistic Convolutive Transfer Function INTERSPEECH 2019
Efficient Inference in Multi-task Cox Process Models AISTATS 2019
Trust Region Sequential Variational Inference ACML 2019
A Generalization Bound for Online Variational Inference ACML 2019
Bayesian Alignments of Warped Multi-Output Gaussian Processes NIPS 2018
Multidimensional Time Series Anomaly Detection: A GRU-based Gaussian Mixture Variational Autoencoder Approach ACML 2018
Tighter Variational Bounds are Not Necessarily Better ICML 2018
On Nesting Monte Carlo Estimators ICML 2018
State Space Gaussian Processes with Non-Gaussian Likelihood ICML 2018