Variational Inference

Bayesian Adversarial Attack on Graph Neural Networks (Student Abstract) AAAI 2020 Bayesian Hierarchical Words Representation Learning ACL 2020 Bayesian joint state and parameter tracking in autoregressive models L4DC 2020 Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances ICML 2020 Bayesian Pseudocoresets NeurIPS 2020 Beyond the Mean-Field: Structured Deep Gaussian Processes Improve the Predictive Uncertainties NeurIPS 2020 Capsule Routing via Variational Bayes AAAI 2020 CCA-Flow: Deep Multi-view Subspace Learning with Inverse Autoregressive Flow ACML 2020 Complex-Valued Variational Autoencoder: A Novel Deep Generative Model for Direct Representation of Complex Spectra Interspeech 2020 Conditional Gaussian Distribution Learning for Open Set Recognition CVPR 2020 Constraining Variational Inference with Geometric Jensen-Shannon Divergence NeurIPS 2020 Decision-Making with Auto-Encoding Variational Bayes NeurIPS 2020 Deep Sigma Point Processes UAI 2020 DGE: Deep Generative Network Embedding Based on Commonality and Individuality AAAI 2020 Dialogue State Induction Using Neural Latent Variable Models IJCAI 2020 DisARM: An Antithetic Gradient Estimator for Binary Latent Variables NeurIPS 2020 Disentangled Variational Autoencoder based Multi-Label Classification with Covariance-Aware Multivariate Probit Model IJCAI 2020 Dispersed Exponential Family Mixture VAEs for Interpretable Text Generation ICML 2020 Dissecting Non-Vacuous Generalization Bounds based on the Mean-Field Approximation ICML 2020 Diversified Interactive Recommendation with Implicit Feedback AAAI 2020 Doubly Stochastic Variational Inference for Neural Processes with Hierarchical Latent Variables ICML 2020 Efficient Low Rank Gaussian Variational Inference for Neural Networks NeurIPS 2020 Efficient Non-conjugate Gaussian Process Factor Models for Spike Count Data using Polynomial Approximations ICML 2020 Fast and Flexible Temporal Point Processes with Triangular Maps NeurIPS 2020 Fast Convergence of Langevin Dynamics on Manifold: Geodesics meet Log-Sobolev NeurIPS 2020