Uncertainty Quantification

Trusted Fine-Grained Image Classification through Hierarchical Evidence Fusion AAAI 2023 Uncertainty-Aware Bootstrap Learning for Joint Extraction on Distantly-Supervised Data ACL 2023 Uncertainty-Aware Image Captioning AAAI 2023 Uncertainty Estimation for Connectionist Temporal Classification Based Automatic Speech Recognition Interspeech 2023 Uncertainty Estimation for Molecules: Desiderata and Methods ICML 2023 Uncertainty Estimation for Safety-critical Scene Segmentation via Fine-grained Reward Maximization NeurIPS 2023 Uncertainty Guided Label Denoising for Document-level Distant Relation Extraction ACL 2023 Uncertainty Quantification over Graph with Conformalized Graph Neural Networks NeurIPS 2023 Uncertainty Quantification via Neural Posterior Principal Components NeurIPS 2023 USDNL: Uncertainty-Based Single Dropout in Noisy Label Learning AAAI 2023 Variational Boosted Soft Trees AISTATS 2023 Variational Imbalanced Regression: Fair Uncertainty Quantification via Probabilistic Smoothing NeurIPS 2023 When to Read Documents or QA History: On Unified and Selective Open-domain QA ACL 2023 Why Did This Model Forecast This Future? Information-Theoretic Saliency for Counterfactual Explanations of Probabilistic Regression Models NeurIPS 2023 A Consistent and Differentiable Lp Canonical Calibration Error Estimator NeurIPS 2022 ActPerFL: Active Personalized Federated Learning ACL 2022 ADDMU: Detection of Far-Boundary Adversarial Examples with Data and Model Uncertainty Estimation EMNLP 2022 Answer Uncertainty and Unanswerability in Multiple-Choice Machine Reading Comprehension ACL 2022 A Risk-Averse Mechanism for Suicidality Assessment on Social Media ACL 2022 A Stitch in Time Saves Nine: A Train-Time Regularizing Loss for Improved Neural Network Calibration CVPR 2022 Autoinverse: Uncertainty Aware Inversion of Neural Networks NeurIPS 2022 Bayesian Risk Markov Decision Processes NeurIPS 2022 Bayesian Spline Learning for Equation Discovery of Nonlinear Dynamics with Quantified Uncertainty NeurIPS 2022 Better Uncertainty Calibration via Proper Scores for Classification and Beyond NeurIPS 2022 Blurs Behave Like Ensembles: Spatial Smoothings to Improve Accuracy, Uncertainty, and Robustness ICML 2022