Gaussian Processes

High-dimensional Additive Gaussian Processes under Monotonicity Constraints NeurIPS 2022 How Good Are Low-Rank Approximations in Gaussian Process Regression? AAAI 2022 Improved Convergence Rates for Sparse Approximation Methods in Kernel-Based Learning ICML 2022 Infinite-Fidelity Coregionalization for Physical Simulation NeurIPS 2022 Information-Theoretic Safe Exploration with Gaussian Processes NeurIPS 2022 Input Dependent Sparse Gaussian Processes ICML 2022 Jump Gaussian Process Model for Estimating Piecewise Continuous Regression Functions JMLR 2022 Kernel Interpolation with Sparse Grids NeurIPS 2022 Kernel Packet: An Exact and Scalable Algorithm for Gaussian Process Regression with Matérn Correlations JMLR 2022 Learning Fractional White Noises in Neural Stochastic Differential Equations NeurIPS 2022 Learning Inconsistent Preferences with Gaussian Processes AISTATS 2022 Learning interacting dynamical systems with latent Gaussian process ODEs NeurIPS 2022 Learning Temporal Evolution of Spatial Dependence with Generalized Spatiotemporal Gaussian Process Models JMLR 2022 Log-Linear-Time Gaussian Processes Using Binary Tree Kernels NeurIPS 2022 Look-Ahead Acquisition Functions for Bernoulli Level Set Estimation AISTATS 2022 Measuring the robustness of Gaussian processes to kernel choice AISTATS 2022 Monte Carlo Tree Descent for Black-Box Optimization NeurIPS 2022 Multiple Imputation with Neural Network Gaussian Process for High-dimensional Incomplete Data ACML 2022 Multi-Relational Graph Representation Learning with Bayesian Gaussian Process Network AAAI 2022 Nonparametric Embeddings of Sparse High-Order Interaction Events ICML 2022 On perfectness in Gaussian graphical models AISTATS 2022 On the inability of Gaussian process regression to optimally learn compositional functions NeurIPS 2022 On the Spectral Bias of Convolutional Neural Tangent and Gaussian Process Kernels NeurIPS 2022 Open Problem: Regret Bounds for Noise-Free Kernel-Based Bandits COLT 2022 Parallel MCMC Without Embarrassing Failures AISTATS 2022