Variational Inference

Divergence Triangle for Joint Training of Generator Model, Energy-Based Model, and Inferential Model CVPR 2019 Diversifying Reply Suggestions Using a Matching-Conditional Variational Autoencoder NAACL 2019 Divide and Couple: Using Monte Carlo Variational Objectives for Posterior Approximation NeurIPS 2019 Doc2hash: Learning Discrete Latent variables for Documents Retrieval NAACL 2019 Document Hashing with Mixture-Prior Generative Models EMNLP 2019 Document Informed Neural Autoregressive Topic Models with Distributional Prior AAAI 2019 Don't Blame the ELBO! A Linear VAE Perspective on Posterior Collapse NeurIPS 2019 Doubly Reparameterized Gradient Estimators for Monte Carlo Objectives ICLR 2019 Doubly Semi-Implicit Variational Inference AISTATS 2019 Dual Variational Generation for Low Shot Heterogeneous Face Recognition NeurIPS 2019 D-VAE: A Variational Autoencoder for Directed Acyclic Graphs NeurIPS 2019 Dynamics Learning with Cascaded Variational Inference for Multi-Step Manipulation CoRL 2019 Efficient Inference in Multi-task Cox Process Models AISTATS 2019 Energy-Inspired Models: Learning with Sampler-Induced Distributions NeurIPS 2019 Enhancing Unsupervised Generative Dependency Parser with Contextual Information ACL 2019 Enhancing Variational Autoencoders with Mutual Information Neural Estimation for Text Generation EMNLP 2019 Entropic GANs meet VAEs: A Statistical Approach to Compute Sample Likelihoods in GANs ICML 2019 Exact Rate-Distortion in Autoencoders via Echo Noise NeurIPS 2019 Explicit Disentanglement of Appearance and Perspective in Generative Models NeurIPS 2019 Explicitly disentangling image content from translation and rotation with spatial-VAE NeurIPS 2019 Fast and Simple Natural-Gradient Variational Inference with Mixture of Exponential-family Approximations ICML 2019 Feed-forward Propagation in Probabilistic Neural Networks with Categorical and Max Layers ICLR 2019 FFJORD: Free-Form Continuous Dynamics for Scalable Reversible Generative Models ICLR 2019 Fine-Grained Robust Prosody Transfer for Single-Speaker Neural Text-To-Speech Interspeech 2019 Flow++: Improving Flow-Based Generative Models with Variational Dequantization and Architecture Design ICML 2019