Gaussian Processes

Multi-Class Gaussian Process Classification Made Conjugate: Efficient Inference via Data Augmentation UAI 2019 Multi-resolution Multi-task Gaussian Processes NeurIPS 2019 Multi-task Learning for Aggregated Data using Gaussian Processes NeurIPS 2019 Multivariate Sparse Coding of Nonstationary Covariances with Gaussian Processes NeurIPS 2019 Neural Dynamics Discovery via Gaussian Process Recurrent Neural Networks UAI 2019 Nonparametric Regressive Point Processes Based on Conditional Gaussian Processes NeurIPS 2019 No-Regret Learning in Unknown Games with Correlated Payoffs NeurIPS 2019 Online Incremental Learning of the Terrain Traversal Cost in Autonomous Exploration RSS 2019 Periodic Kernel Approximation by Index Set Fourier Series Features UAI 2019 Predicting Humorousness and Metaphor Novelty with Gaussian Process Preference Learning ACL 2019 Real-Time Information-Theoretic Exploration with Gaussian Mixture Model Maps RSS 2019 Recovering Bandits NeurIPS 2019 Robustness Guarantees for Bayesian Inference with Gaussian Processes AAAI 2019 Safe Exploration for Interactive Machine Learning NeurIPS 2019 Sequential Neural Processes NeurIPS 2019 Spatially Aggregated Gaussian Processes with Multivariate Areal Outputs NeurIPS 2019 Uniform Error Bounds for Gaussian Process Regression with Application to Safe Control NeurIPS 2019 Unsupervised Visual Domain Adaptation: A Deep Max-Margin Gaussian Process Approach CVPR 2019 Algorithmic Linearly Constrained Gaussian Processes NeurIPS 2018 A Prior-Less Method for Multi-Face Tracking in Unconstrained Videos CVPR 2018 AutoPrognosis: Automated Clinical Prognostic Modeling via Bayesian Optimization with Structured Kernel Learning ICML 2018 Bayesian Alignments of Warped Multi-Output Gaussian Processes NeurIPS 2018 Bayesian Control of Large MDPs with Unknown Dynamics in Data-Poor Environments NeurIPS 2018 Bayesian Nonparametric Poisson-Process Allocation for Time-Sequence Modeling AISTATS 2018 Bayesian Semi-supervised Learning with Graph Gaussian Processes NeurIPS 2018