gaussian process

Efficient Approximate Inference for Stationary Kernel on Frequency Domain ICML 2022 Fast and Scalable Spike and Slab Variable Selection in High-Dimensional Gaussian Processes AISTATS 2022 Fast Bayesian Estimation of Point Process Intensity as Function of Covariates NeurIPS 2022 Feature Collapsing for Gaussian Process Variable Ranking AISTATS 2022 FedCor: Correlation-Based Active Client Selection Strategy for Heterogeneous Federated Learning CVPR 2022 Formal Synthesis of Safety Controllers for Unknown Stochastic Control Systems using Gaussian Process Learning L4DC 2022 Gaussian Process Bandit Optimization with Few Batches AISTATS 2022 Gaussian Process Bandits with Aggregated Feedback AAAI 2022 Gaussian Process Boosting JMLR 2022 Gaussian Process Modeling of Approximate Inference Errors for Variational Autoencoders CVPR 2022 Gaussian Process Parameter Estimation Using Mini-batch Stochastic Gradient Descent: Convergence Guarantees and Empirical Benefits JMLR 2022 Gaussian Process Uniform Error Bounds with Unknown Hyperparameters for Safety-Critical Applications ICML 2022 Generalised GPLVM with Stochastic Variational Inference AISTATS 2022 Generalized Bayesian quadrature with spectral kernels UAI 2022 Generalized Variational Inference in Function Spaces: Gaussian Measures meet Bayesian Deep Learning NeurIPS 2022 Geometry-Aware Hierarchical Bayesian Learning on Manifolds WACV 2022 High-dimensional Additive Gaussian Processes under Monotonicity Constraints NeurIPS 2022 How Good Are Low-Rank Approximations in Gaussian Process Regression? AAAI 2022 Hybrid Memoised Wake-Sleep: Approximate Inference at the Discrete-Continuous Interface ICLR 2022 Improved Convergence Rates for Sparse Approximation Methods in Kernel-Based Learning ICML 2022 Inferring Smooth Control: Monte Carlo Posterior Policy Iteration with Gaussian Processes CoRL 2022 Infinite-Fidelity Coregionalization for Physical Simulation NeurIPS 2022 Infinite SCAN: An Infinite Model of Diachronic Semantic Change EMNLP 2022 Information-Theoretic Safe Exploration with Gaussian Processes NeurIPS 2022 Input Dependent Sparse Gaussian Processes ICML 2022