variational inference

Energy-Inspired Models: Learning with Sampler-Induced Distributions NeurIPS 2019 Entropic GANs meet VAEs: A Statistical Approach to Compute Sample Likelihoods in GANs ICML 2019 Exploiting Invertible Decoders for Unsupervised Sentence Representation Learning ACL 2019 Exploiting Worker Correlation for Label Aggregation in Crowdsourcing ICML 2019 Extreme Stochastic Variational Inference: Distributed Inference for Large Scale Mixture Models AISTATS 2019 Fast and Simple Natural-Gradient Variational Inference with Mixture of Exponential-family Approximations ICML 2019 FUNCTIONAL VARIATIONAL BAYESIAN NEURAL NETWORKS ICLR 2019 Function Space Particle Optimization for Bayesian Neural Networks ICLR 2019 Game Design for Eliciting Distinguishable Behavior NeurIPS 2019 Generic Inference in Latent Gaussian Process Models JMLR 2019 Good Initializations of Variational Bayes for Deep Models ICML 2019 Harmonizable mixture kernels with variational Fourier features AISTATS 2019 Hybrid Models with Deep and Invertible Features ICML 2019 Icebreaker: Element-wise Efficient Information Acquisition with a Bayesian Deep Latent Gaussian Model NeurIPS 2019 Implicit Posterior Variational Inference for Deep Gaussian Processes NeurIPS 2019 Importance Weighted Hierarchical Variational Inference NeurIPS 2019 Infinite Mixture Prototypes for Few-shot Learning ICML 2019 Information Maximizing Visual Question Generation CVPR 2019 Integration of Knowledge Graph Embedding Into Topic Modeling with Hierarchical Dirichlet Process NAACL 2019 Interleave Variational Optimization with Monte Carlo Sampling: A Tale of Two Approximate Inference Paradigms AAAI 2019 Jointly Learning Semantic Parser and Natural Language Generator via Dual Information Maximization ACL 2019 Jointly Optimizing Diversity and Relevance in Neural Response Generation NAACL 2019 Know Your Boundaries: Constraining Gaussian Processes by Variational Harmonic Features AISTATS 2019 Lagging Inference Networks and Posterior Collapse in Variational Autoencoders ICLR 2019 Language Modeling with Shared Grammar ACL 2019