Bayesian & Probabilistic

Gaussian process nowcasting: application to COVID-19 mortality reporting UAI 2021 Gaussian Process Priors for View-Aware Inference AAAI 2021 GemBag: Group Estimation of Multiple Bayesian Graphical Models JMLR 2021 Generative Adversarial Networks for Markovian Temporal Dynamics: Stochastic Continuous Data Generation ICML 2021 Generative Language-Grounded Policy in Vision-and-Language Navigation with Bayes' Rule ICLR 2021 Generative Particle Variational Inference via Estimation of Functional Gradients ICML 2021 Geometric convergence of elliptical slice sampling ICML 2021 Getting a CLUE: A Method for Explaining Uncertainty Estimates ICLR 2021 GIBBON: General-purpose Information-Based Bayesian Optimisation JMLR 2021 Global inducing point variational posteriors for Bayesian neural networks and deep Gaussian processes ICML 2021 Gone Fishing: Neural Active Learning with Fisher Embeddings NeurIPS 2021 Graphical Normalizing Flows AISTATS 2021 Graph Mixture Density Networks ICML 2021 Graph Posterior Network: Bayesian Predictive Uncertainty for Node Classification NeurIPS 2021 Group Fairness by Probabilistic Modeling with Latent Fair Decisions AAAI 2021 Handling Overlaps When Lifting Gaussian Bayesian Networks IJCAI 2021 Hierarchical and Partially Observable Goal-Driven Policy Learning With Goals Relational Graph CVPR 2021 Hierarchical infinite relational model UAI 2021 High-dimensional Bayesian optimization with sparse axis-aligned subspaces UAI 2021 High-Dimensional Gaussian Process Inference with Derivatives ICML 2021 High Dimensional Level Set Estimation with Bayesian Neural Network AAAI 2021 HINT: Hierarchical Invertible Neural Transport for Density Estimation and Bayesian Inference AAAI 2021 HNPE: Leveraging Global Parameters for Neural Posterior Estimation NeurIPS 2021 Homeomorphic-Invariance of EM: Non-Asymptotic Convergence in KL Divergence for Exponential Families via Mirror Descent AISTATS 2021 Hybrid Message Passing With Performance-Driven Structures for Facial Action Unit Detection CVPR 2021