| Unsupervised Recurrent Neural Network Grammars | Apr 7, 2019 | Constituency Grammar InductionLanguage Modeling | CodeCode Available | 0 |
| Robust Deep Gaussian Processes | Apr 4, 2019 | Gaussian ProcessesUncertainty Quantification | —Unverified | 0 |
| Generalized Variational Inference: Three arguments for deriving new Posteriors | Apr 3, 2019 | Bayesian InferenceGaussian Processes | CodeCode Available | 0 |
| Correlated Parameters to Accurately Measure Uncertainty in Deep Neural Networks | Apr 2, 2019 | Variational Inference | —Unverified | 0 |
| Perturbative estimation of stochastic gradients | Mar 31, 2019 | Variational Inference | —Unverified | 0 |
| Understanding Posterior Collapse in Generative Latent Variable Models | Mar 27, 2019 | Variational Inference | —Unverified | 0 |
| Variational autoencoders trained with q-deformed lower bounds | Mar 27, 2019 | Variational Inference | —Unverified | 0 |
| Learning Deep Latent-variable MRFs with Amortized Bethe Free Energy Minimization | Mar 27, 2019 | Variational Inference | —Unverified | 0 |
| Smoothing Nonlinear Variational Objectives with Sequential Monte Carlo | Mar 27, 2019 | Dimensionality Reductionparameter estimation | —Unverified | 0 |
| Diversifying Reply Suggestions using a Matching-Conditional Variational Autoencoder | Mar 25, 2019 | DiversityInformation Retrieval | —Unverified | 0 |