uncertainty quantification

Monotonicity and Double Descent in Uncertainty Estimation with Gaussian Processes ICML 2023 Multilevel CNNs for Parametric PDEs JMLR 2023 Multi-Relational Probabilistic Event Representation Learning via Projected Gaussian Embedding ACL 2023 Multi-Symmetry Ensembles: Improving Diversity and Generalization via Opposing Symmetries ICML 2023 Nearest Neighbor Dirichlet Mixtures JMLR 2023 Never mind the metrics---what about the uncertainty? Visualising binary confusion matrix metric distributions to put performance in perspective ICML 2023 Normalizing Flow Ensembles for Rich Aleatoric and Epistemic Uncertainty Modeling AAAI 2023 Novel Class Discovery for 3D Point Cloud Semantic Segmentation CVPR 2023 NP-SemiSeg: When Neural Processes meet Semi-Supervised Semantic Segmentation ICML 2023 Object Pose Estimation With Statistical Guarantees: Conformal Keypoint Detection and Geometric Uncertainty Propagation CVPR 2023 Offline Meta Reinforcement Learning with In-Distribution Online Adaptation ICML 2023 On Compositional Uncertainty Quantification for Seq2seq Graph Parsing ICLR 2023 On double-descent in uncertainty quantification in overparametrized models AISTATS 2023 On Second-Order Scoring Rules for Epistemic Uncertainty Quantification ICML 2023 On the Calibration and Uncertainty with Pólya-Gamma Augmentation for Dialog Retrieval Models AAAI 2023 On the Calibration of Probabilistic Classifier Sets AISTATS 2023 Optimal Strategies for Reject Option Classifiers JMLR 2023 PAC-Bayes Generalization Certificates for Learned Inductive Conformal Prediction NeurIPS 2023 PAC Prediction Sets for Large Language Models of Code ICML 2023 PICProp: Physics-Informed Confidence Propagation for Uncertainty Quantification NeurIPS 2023 Pointwise sampling uncertainties on the Precision-Recall curve AISTATS 2023 Pointwise uncertainty quantification for sparse variational Gaussian process regression with a Brownian motion prior NeurIPS 2023 Pose-Oriented Transformer with Uncertainty-Guided Refinement for 2D-to-3D Human Pose Estimation AAAI 2023 Post-Abstention: Towards Reliably Re-Attempting the Abstained Instances in QA ACL 2023 Posterior Contraction Rates for Matérn Gaussian Processes on Riemannian Manifolds NeurIPS 2023