Bayesian Inference

Fusing the Old with the New: Learning Relative Camera Pose with Geometry-Guided Uncertainty CVPR 2021 GaussianPath:A Bayesian Multi-Hop Reasoning Framework for Knowledge Graph Reasoning AAAI 2021 Gaussian Process Priors for View-Aware Inference AAAI 2021 Generative Time-series Modeling with Fourier Flows ICLR 2021 Geometric convergence of elliptical slice sampling ICML 2021 Geometric rates of convergence for kernel-based sampling algorithms UAI 2021 Geometry-aware Bayesian Optimization in Robotics using Riemannian Matérn Kernels CoRL 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 GP-ConvCNP: Better generalization for conditional convolutional Neural Processes on time series data UAI 2021 GP-Tree: A Gaussian Process Classifier for Few-Shot Incremental Learning ICML 2021 Graph Gamma Process Linear Dynamical Systems AISTATS 2021 Graph Posterior Network: Bayesian Predictive Uncertainty for Node Classification NeurIPS 2021 Graph reparameterizations for enabling 1000+ Monte Carlo iterations in Bayesian deep neural networks UAI 2021 GTM: A Generative Triple-wise Model for Conversational Question Generation ACL 2021 Hamiltonian Dynamics with Non-Newtonian Momentum for Rapid Sampling NeurIPS 2021 Handling Overlaps When Lifting Gaussian Bayesian Networks IJCAI 2021 HiABP: Hierarchical Initialized ABP for Unsupervised Representation Learning AAAI 2021 Hierarchical Indian buffet neural networks for Bayesian continual learning UAI 2021 Hierarchical Inducing Point Gaussian Process for Inter-domian Observations AISTATS 2021 Hierarchical Kinematic Probability Distributions for 3D Human Shape and Pose Estimation From Images in the Wild ICCV 2021 Hierarchical learning of Hidden Markov Models with clustering regularization UAI 2021 Hierarchical Negative Binomial Factorization for Recommender Systems on Implicit Feedback AAAI 2021 High-Dimensional Bayesian Optimization via Tree-Structured Additive Models AAAI 2021 High-dimensional Bayesian optimization with sparse axis-aligned subspaces UAI 2021