Variational Inference

Predictive Uncertainty Estimation for Tractable Deep Probabilistic Models IJCAI 2020 Pre-train and Plug-in: Flexible Conditional Text Generation with Variational Auto-Encoders ACL 2020 Probabilistic Circuits for Variational Inference in Discrete Graphical Models NeurIPS 2020 Probabilistic Graphical Models with Neural Networks in InferPy PGM 2020 Probabilistic Pixel-Adaptive Refinement Networks CVPR 2020 Probabilistic Structural Latent Representation for Unsupervised Embedding CVPR 2020 PROGRESSIVE LEARNING AND DISENTANGLEMENT OF HIERARCHICAL REPRESENTATIONS ICLR 2020 Provable Smoothness Guarantees for Black-Box Variational Inference ICML 2020 Public Sentiment Drift Analysis Based on Hierarchical Variational Auto-encoder EMNLP 2020 Quantized Variational Inference NeurIPS 2020 Radial and Directional Posteriors for Bayesian Deep Learning AAAI 2020 Radial Bayesian Neural Networks: Beyond Discrete Support In Large-Scale Bayesian Deep Learning AISTATS 2020 Reconstructing continuous distributions of 3D protein structure from cryo-EM images ICLR 2020 Recursive Inference for Variational Autoencoders NeurIPS 2020 Regularized Autoencoders via Relaxed Injective Probability Flow AISTATS 2020 Relaxed Multivariate Bernoulli Distribution and Its Applications to Deep Generative Models UAI 2020 Reverse Variational Autoencoder for Visual Attribute Manipulation and Anomaly Detection WACV 2020 Robust Data Programming with Precision-guided Labeling Functions AAAI 2020 Robust Disentanglement of a Few Factors at a Time using rPU-VAE NeurIPS 2020 S3VAE: Self-Supervised Sequential VAE for Representation Disentanglement and Data Generation CVPR 2020 Scalable Uncertainty for Computer Vision With Functional Variational Inference CVPR 2020 Scalable Variational Bayesian Kernel Selection for Sparse Gaussian Process Regression AAAI 2020 Semi-Supervised Dependency Parsing with Arc-Factored Variational Autoencoding COLING 2020 Semi-supervised New Event Type Induction and Event Detection EMNLP 2020 Semi-supervised Parsing with a Variational Autoencoding Parser ACL 2020