Variational Inference

V-MAO: Generative Modeling for Multi-Arm Manipulation of Articulated Objects CoRL 2021 A Batch Normalized Inference Network Keeps the KL Vanishing Away ACL 2020 A Convolutional Deep Markov Model for Unsupervised Speech Representation Learning Interspeech 2020 Adaptive, Distribution-Free Prediction Intervals for Deep Networks AISTATS 2020 Adaptive Neural Speech Enhancement with a Denoising Variational Autoencoder Interspeech 2020 A Discrete Variational Recurrent Topic Model without the Reparametrization Trick NeurIPS 2020 Advances in Black-Box VI: Normalizing Flows, Importance Weighting, and Optimization NeurIPS 2020 Adversarial Disentanglement with Grouped Observations AAAI 2020 Adversarially Robust Representations with Smooth Encoders ICLR 2020 A Graph Auto-encoder Model of Derivational Morphology ACL 2020 AIN: Fast and Accurate Sequence Labeling with Approximate Inference Network EMNLP 2020 A Loss Function for Generative Neural Networks Based on Watson’s Perceptual Model NeurIPS 2020 Amortized Inference of Variational Bounds for Learning Noisy-OR AISTATS 2020 Amortized Population Gibbs Samplers with Neural Sufficient Statistics ICML 2020 Analytical Probability Distributions and Exact Expectation-Maximization for Deep Generative Networks NeurIPS 2020 An Empirical Investigation of Contextualized Number Prediction EMNLP 2020 Approximation Based Variance Reduction for Reparameterization Gradients NeurIPS 2020 A Probabilistic Generative Model for Typographical Analysis of Early Modern Printing ACL 2020 A Rule for Gradient Estimator Selection, with an Application to Variational Inference AISTATS 2020 A Sentiment-Controllable Topic-to-Essay Generator with Topic Knowledge Graph EMNLP 2020 Associative Variational Auto-Encoder with Distributed Latent Spaces and Associators AAAI 2020 Autoencoding Pixies: Amortised Variational Inference with Graph Convolutions for Functional Distributional Semantics ACL 2020 Auto-Encoding Variational Bayes for Inferring Topics and Visualization COLING 2020 A Variational Point Process Model for Social Event Sequences AAAI 2020 BasisVAE: Translation-invariant feature-level clustering with Variational Autoencoders AISTATS 2020