Uncertainty Quantification

Human Uncertainty Inference via Deterministic Ensemble Neural Networks AAAI 2021 Imprecise Oracles Impose Limits to Predictability in Supervised Learning (Extended Abstract) IJCAI 2021 Improved, Deterministic Smoothing for L_1 Certified Robustness ICML 2021 Improving Calibration for Long-Tailed Recognition CVPR 2021 Improving Classifier Confidence using Lossy Label-Invariant Transformations AISTATS 2021 Improving KernelSHAP: Practical Shapley Value Estimation Using Linear Regression AISTATS 2021 In Defense of Pseudo-Labeling: An Uncertainty-Aware Pseudo-label Selection Framework for Semi-Supervised Learning ICLR 2021 Knowing what You Know: valid and validated confidence sets in multiclass and multilabel prediction JMLR 2021 Learning Prediction Intervals for Model Performance AAAI 2021 Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression CVPR 2021 Masksembles for Uncertainty Estimation CVPR 2021 Measuring and Improving Model-Moderator Collaboration using Uncertainty Estimation ACL 2021 MonoRUn: Monocular 3D Object Detection by Reconstruction and Uncertainty Propagation CVPR 2021 Multidimensional Uncertainty-Aware Evidential Neural Networks AAAI 2021 Online Selective Classification with Limited Feedback NeurIPS 2021 Out-of-Distribution Detection Using Union of 1-Dimensional Subspaces CVPR 2021 PILOT: Introducing Transformers for Probabilistic Sound Event Localization Interspeech 2021 Post-Hoc Uncertainty Calibration for Domain Drift Scenarios CVPR 2021 Practical and Rigorous Uncertainty Bounds for Gaussian Process Regression AAAI 2021 Probabilistic Iterative Methods for Linear Systems JMLR 2021 Probability Paths and the Structure of Predictions over Time NeurIPS 2021 QEMind: Alibaba’s Submission to the WMT21 Quality Estimation Shared Task EMNLP 2021 Relative Uncertainty Learning for Facial Expression Recognition NeurIPS 2021 Robust Bayesian Neural Networks by Spectral Expectation Bound Regularization CVPR 2021 Self-supervised Out-of-distribution Detection for Cardiac CMR Segmentation MIDL 2021