aleatoric uncertainty

What Comes Next? Evaluating Uncertainty in Neural Text Generators Against Human Production Variability EMNLP 2023 Data-IQ: Characterizing subgroups with heterogeneous outcomes in tabular data NeurIPS 2022 Deep Probability Estimation ICML 2022 Disentangling Uncertainty in Machine Translation Evaluation EMNLP 2022 Grounding Aleatoric Uncertainty for Unsupervised Environment Design NeurIPS 2022 How to Stay Curious while avoiding Noisy TVs using Aleatoric Uncertainty Estimation ICML 2022 Information-Theoretic Analysis of Epistemic Uncertainty in Bayesian Meta-learning AISTATS 2022 Modeling Aleatoric Uncertainty for Camouflaged Object Detection WACV 2022 Nonparametric Uncertainty Quantification for Single Deterministic Neural Network NeurIPS 2022 On Uncertainty, Tempering, and Data Augmentation in Bayesian Classification NeurIPS 2022 Pitfalls of Epistemic Uncertainty Quantification through Loss Minimisation NeurIPS 2022 Quantification of Credal Uncertainty in Machine Learning: A Critical Analysis and Empirical Comparison UAI 2022 Uncertainty-Aware Learning against Label Noise on Imbalanced Datasets AAAI 2022 Uncertainty-Aware Reinforcement Learning for Risk-Sensitive Player Evaluation in Sports Game NeurIPS 2022 Uncertainty-Driven Dehazing Network AAAI 2022 UQGAN: A Unified Model for Uncertainty Quantification of Deep Classifiers trained via Conditional GANs NeurIPS 2022 Combining Pessimism with Optimism for Robust and Efficient Model-Based Deep Reinforcement Learning ICML 2021 Correlated Input-Dependent Label Noise in Large-Scale Image Classification CVPR 2021 Estimating and Exploiting the Aleatoric Uncertainty in Surface Normal Estimation ICCV 2021 Generating Interpretable Counterfactual Explanations By Implicit Minimisation of Epistemic and Aleatoric Uncertainties AISTATS 2021 On Hallucination and Predictive Uncertainty in Conditional Language Generation EACL 2021 Perception Beyond Sensors Under Uncertainty AAAI 2021 Real-Time Uncertainty Estimation in Computer Vision via Uncertainty-Aware Distribution Distillation WACV 2021 Risk-Averse Zero-Order Trajectory Optimization CoRL 2021 SMD-Nets: Stereo Mixture Density Networks CVPR 2021