uncertainty quantification

Evaluating model calibration in classification AISTATS 2019 HDI-Forest: Highest Density Interval Regression Forest IJCAI 2019 Icebreaker: Element-wise Efficient Information Acquisition with a Bayesian Deep Latent Gaussian Model NeurIPS 2019 Informative Object Annotations: Tell Me Something I Don't Know CVPR 2019 Learning for Single-Shot Confidence Calibration in Deep Neural Networks Through Stochastic Inferences CVPR 2019 Learning to Optimize in Swarms NeurIPS 2019 Minimal Achievable Sufficient Statistic Learning ICML 2019 Modeling Uncertainty by Learning a Hierarchy of Deep Neural Connections NeurIPS 2019 Modelling Uncertainty in Collaborative Document Quality Assessment EMNLP 2019 Model Selection in Bayesian Neural Networks via Horseshoe Priors JMLR 2019 Multi-Class Gaussian Process Classification Made Conjugate: Efficient Inference via Data Augmentation UAI 2019 Neural Processes Mixed-Effect Models for Deep Normative Modeling of Clinical Neuroimaging Data MIDL 2019 Neural RGB(r)D Sensing: Depth and Uncertainty From a Video Camera CVPR 2019 Perceptual Attention-based Predictive Control CoRL 2019 Prior Guided Dropout for Robust Visual Localization in Dynamic Environments ICCV 2019 Probabilistic Deep Ordinal Regression Based on Gaussian Processes ICCV 2019 Probabilistic Riemannian submanifold learning with wrapped Gaussian process latent variable models AISTATS 2019 Propagating Uncertainty in Reinforcement Learning via Wasserstein Barycenters NeurIPS 2019 Quantifying Uncertainties in Natural Language Processing Tasks AAAI 2019 Quantifying Uncertainty in Online Regression Forests JMLR 2019 Random Sum-Product Networks: A Simple and Effective Approach to Probabilistic Deep Learning UAI 2019 Ranked Programming IJCAI 2019 Reducing Uncertainty in Undersampled MRI Reconstruction With Active Acquisition CVPR 2019 Refining Coarse-Grained Spatial Data Using Auxiliary Spatial Data Sets with Various Granularities AAAI 2019 Robustness Guarantees for Bayesian Inference with Gaussian Processes AAAI 2019