uncertainty quantification

A New PHO-rmula for Improved Performance of Semi-Structured Networks ICML 2023 Approximating Full Conformal Prediction at Scale via Influence Functions AAAI 2023 A Probabilistic Framework for Lifelong Test-Time Adaptation CVPR 2023 Are Binary Annotations Sufficient? Video Moment Retrieval via Hierarchical Uncertainty-Based Active Learning CVPR 2023 A Rigorous Link between Deep Ensembles and (Variational) Bayesian Methods NeurIPS 2023 A Simple Approach to Improve Single-Model Deep Uncertainty via Distance-Awareness JMLR 2023 Automated Detection of Label Errors in Semantic Segmentation Datasets via Deep Learning and Uncertainty Quantification WACV 2023 Autonomous Navigation, Mapping and Exploration with Gaussian Processes RSS 2023 Bayesian Calibration of Imperfect Computer Models using Physics-Informed Priors JMLR 2023 Bayesian Federated Learning: A Survey IJCAI 2023 Bayesian Hierarchical Models for Counterfactual Estimation AISTATS 2023 Bayesian Metric Learning for Uncertainty Quantification in Image Retrieval NeurIPS 2023 Bayesian Optimization-Based Combinatorial Assignment AAAI 2023 Bayesian Optimization with Conformal Prediction Sets AISTATS 2023 Bayesian Spiked Laplacian Graphs JMLR 2023 BeliefPPG: Uncertainty-aware heart rate estimation from PPG signals via belief propagation UAI 2023 BETA-CD: A Bayesian Meta-Learned Cognitive Diagnosis Framework for Personalized Learning AAAI 2023 Beyond Confidence: Reliable Models Should Also Consider Atypicality NeurIPS 2023 Beyond In-Domain Scenarios: Robust Density-Aware Calibration ICML 2023 Boosting Transductive Few-Shot Fine-Tuning With Margin-Based Uncertainty Weighting and Probability Regularization CVPR 2023 Bootstrap in High Dimension with Low Computation ICML 2023 But Are You Sure? An Uncertainty-Aware Perspective on Explainable AI AISTATS 2023 Cal-DETR: Calibrated Detection Transformer NeurIPS 2023 Calibrating Neural Simulation-Based Inference with Differentiable Coverage Probability NeurIPS 2023 Calibration by Distribution Matching: Trainable Kernel Calibration Metrics NeurIPS 2023