Gaussian Processes

Bayesian Optimization of Function Networks NeurIPS 2021 Bayesian Optimization with High-Dimensional Outputs NeurIPS 2021 Characterizing Deep Gaussian Processes via Nonlinear Recurrence Systems AAAI 2021 Combinatorial Gaussian Process Bandits with Probabilistically Triggered Arms AISTATS 2021 Compositional Modeling of Nonlinear Dynamical Systems with ODE-based Random Features NeurIPS 2021 Consistency of Gaussian Process Regression in Metric Spaces JMLR 2021 Convergence Guarantees for Gaussian Process Means With Misspecified Likelihoods and Smoothness JMLR 2021 Deconditional Downscaling with Gaussian Processes NeurIPS 2021 Differentially Private Regression and Classification with Sparse Gaussian Processes JMLR 2021 Distributionally Robust Optimization for Deep Kernel Multiple Instance Learning AISTATS 2021 Equivariant Learning of Stochastic Fields: Gaussian Processes and Steerable Conditional Neural Processes ICML 2021 Exploiting a Zoo of Checkpoints for Unseen Tasks NeurIPS 2021 Fast Bayesian Inference for Gaussian Cox Processes via Path Integral Formulation NeurIPS 2021 Gaussian Process-Based Real-Time Learning for Safety Critical Applications ICML 2021 Gaussian Process Priors for View-Aware Inference AAAI 2021 GP-Tree: A Gaussian Process Classifier for Few-Shot Incremental Learning ICML 2021 High-dimensional Bayesian optimization with sparse axis-aligned subspaces UAI 2021 Inference of Black Hole Fluid-Dynamics From Sparse Interferometric Measurements ICCV 2021 Infinite Gaussian Mixture Modeling with an Improved Estimation of the Number of Clusters AAAI 2021 Isometric Gaussian Process Latent Variable Model for Dissimilarity Data ICML 2021 Learning-based feedforward augmentation for steady state rejection of residual dynamics on a nanometer-accurate planar actuator system L4DC 2021 Learning Compositional Sparse Gaussian Processes with a Shrinkage Prior AAAI 2021 Learning Nonparametric Volterra Kernels with Gaussian Processes NeurIPS 2021 Learning to Learn Dense Gaussian Processes for Few-Shot Learning NeurIPS 2021 Lenient Regret and Good-Action Identification in Gaussian Process Bandits ICML 2021