Variational Inference

Randomized Value Functions via Multiplicative Normalizing Flows UAI 2019 Rapid Convergence of the Unadjusted Langevin Algorithm: Isoperimetry Suffices NeurIPS 2019 Read, Attend and Comment: A Deep Architecture for Automatic News Comment Generation EMNLP 2019 Reparameterizing Distributions on Lie Groups AISTATS 2019 Revisiting Reweighted Wake-Sleep for Models with Stochastic Control Flow UAI 2019 Scalable Bayesian Learning for State Space Models using Variational Inference with SMC Samplers AISTATS 2019 Scalable Structure Learning of Continuous-Time Bayesian Networks from Incomplete Data NeurIPS 2019 Stein Variational Gradient Descent With Matrix-Valued Kernels NeurIPS 2019 Switching Linear Dynamics for Variational Bayes Filtering ICML 2019 Tensor Monte Carlo: Particle Methods for the GPU era NeurIPS 2019 The continuous Bernoulli: fixing a pervasive error in variational autoencoders NeurIPS 2019 The LORACs Prior for VAEs: Letting the Trees Speak for the Data AISTATS 2019 Theoretical guarantees for sampling and inference in generative models with latent diffusions COLT 2019 Topic Modeling with Wasserstein Autoencoders ACL 2019 Training Variational Autoencoders with Buffered Stochastic Variational Inference AISTATS 2019 Trust Region Sequential Variational Inference ACML 2019 Unbiased Implicit Variational Inference AISTATS 2019 uniblock: Scoring and Filtering Corpus with Unicode Block Information EMNLP 2019 Universal Boosting Variational Inference NeurIPS 2019 Variational Bayesian Multi-Channel Speech Dereverberation Under Noisy Environments with Probabilistic Convolutive Transfer Function Interspeech 2019 Variational Bayes under Model Misspecification NeurIPS 2019 Variational BEJG Solvers for Marginal-MAP Inference with Accurate Approximation of B-Conditional Entropy AAAI 2019 Variational Inference from Ranked Samples with Features ACML 2019 Variational Inference MPC for Bayesian Model-based Reinforcement Learning CoRL 2019 Variational Inference of Penalized Regression with Submodular Functions UAI 2019