Variational Inference

Point-to-Point Video Generation ICCV 2019 Practical lossless compression with latent variables using bits back coding ICLR 2019 Predicting Phase 3 Clinical Trial Results by Modeling Phase 2 Clinical Trial Subject Level Data Using Deep Learning MLHC 2019 Predictive Auxiliary Variational Autoencoder for Representation Learning of Global Speech Characteristics Interspeech 2019 Preventing Posterior Collapse with delta-VAEs ICLR 2019 Provable Gradient Variance Guarantees for Black-Box Variational Inference NeurIPS 2019 Pyro: Deep Universal Probabilistic Programming JMLR 2019 Randomized Value Functions via Multiplicative Normalizing Flows UAI 2019 Reparameterizing Distributions on Lie Groups AISTATS 2019 Resampled Priors for Variational Autoencoders AISTATS 2019 Resisting Adversarial Attacks Using Gaussian Mixture Variational Autoencoders AAAI 2019 Reverse KL-Divergence Training of Prior Networks: Improved Uncertainty and Adversarial Robustness NeurIPS 2019 Revisiting Reweighted Wake-Sleep for Models with Stochastic Control Flow UAI 2019 Robust Variational Bayesian Point Set Registration ICCV 2019 Sampling-Free Variational Inference of Bayesian Neural Networks by Variance Backpropagation UAI 2019 Scalable Spike Source Localization in Extracellular Recordings using Amortized Variational Inference NeurIPS 2019 SceneCode: Monocular Dense Semantic Reconstruction Using Learned Encoded Scene Representations CVPR 2019 Second-Order Semantic Dependency Parsing with End-to-End Neural Networks ACL 2019 Self Attention in Variational Sequential Learning for Summarization Interspeech 2019 Semi-Implicit Graph Variational Auto-Encoders NeurIPS 2019 Semi-supervisedly Co-embedding Attributed Networks NeurIPS 2019 Semi-supervised Stochastic Multi-Domain Learning using Variational Inference ACL 2019 Semi-Supervised Voice Conversion with Amortized Variational Inference Interspeech 2019 Sequential Latent Spaces for Modeling the Intention During Diverse Image Captioning ICCV 2019 ShanghaiTech at MRP 2019: Sequence-to-Graph Transduction with Second-Order Edge Inference for Cross-Framework Meaning Representation Parsing CoNLL 2019