Variational Inference

Deep State Space Models for Unconditional Word Generation NeurIPS 2018 Deterministic Non-Autoregressive Neural Sequence Modeling by Iterative Refinement EMNLP 2018 Discretely Relaxing Continuous Variables for tractable Variational Inference NeurIPS 2018 Disentangling by Factorising ICML 2018 DropMax: Adaptive Variational Softmax NeurIPS 2018 Dual Latent Variable Model for Low-Resource Natural Language Generation in Dialogue Systems CoNLL 2018 DVAE++: Discrete Variational Autoencoders with Overlapping Transformations ICML 2018 DVAE#: Discrete Variational Autoencoders with Relaxed Boltzmann Priors NeurIPS 2018 Efficient Gradient-Free Variational Inference using Policy Search ICML 2018 Encoding Individual Acoustic Features Using Dyad-Augmented Deep Variational Representations for Dialog-level Emotion Recognition Interspeech 2018 Explaining Deep Learning Models -- A Bayesian Non-parametric Approach NeurIPS 2018 Faithful Inversion of Generative Models for Effective Amortized Inference NeurIPS 2018 Finding Communities with Hierarchical Semantics by Distinguishing General and Specialized topics IJCAI 2018 Flexible and accurate inference and learning for deep generative models NeurIPS 2018 FlipDial: A Generative Model for Two-Way Visual Dialogue CVPR 2018 Full Bayesian Hidden Markov Model Variational Autoencoder for Acoustic Unit Discovery Interspeech 2018 Gaussian Process Conditional Density Estimation NeurIPS 2018 Gaussian Process Neural Networks for Speech Recognition Interspeech 2018 Gaussian Process Prior Variational Autoencoders NeurIPS 2018 Generalized Zero-Shot Learning via Synthesized Examples CVPR 2018 Generating Classical Chinese Poems via Conditional Variational Autoencoder and Adversarial Training EMNLP 2018 Generating Thematic Chinese Poetry using Conditional Variational Autoencoders with Hybrid Decoders IJCAI 2018 Generative Models of Visually Grounded Imagination ICLR 2018 Generative Probabilistic Novelty Detection with Adversarial Autoencoders NeurIPS 2018 Generative Temporal Models with Spatial Memory for Partially Observed Environments ICML 2018