uncertainty estimation

Combining Ensembles and Data Augmentation Can Harm Your Calibration ICLR 2021 Contextual Dropout: An Efficient Sample-Dependent Dropout Module ICLR 2021 DIBS: Diversity Inducing Information Bottleneck in Model Ensembles AAAI 2021 DICE: Diversity in Deep Ensembles via Conditional Redundancy Adversarial Estimation ICLR 2021 Discourse-Level Event Temporal Ordering with Uncertainty-Guided Graph Completion IJCAI 2021 Disrupting Deep Uncertainty Estimation Without Harming Accuracy NeurIPS 2021 Distributional Depth-Based Estimation of Object Articulation Models CoRL 2021 Dive Into Ambiguity: Latent Distribution Mining and Pairwise Uncertainty Estimation for Facial Expression Recognition CVPR 2021 Do Not Forget to Attend to Uncertainty While Mitigating Catastrophic Forgetting WACV 2021 Estimating Uncertainty Intervals from Collaborating Networks JMLR 2021 Evaluating Robustness of Predictive Uncertainty Estimation: Are Dirichlet-based Models Reliable? ICML 2021 Exploiting Sample Uncertainty for Domain Adaptive Person Re-Identification AAAI 2021 Exploring the Uncertainty Properties of Neural Networks’ Implicit Priors in the Infinite-Width Limit ICLR 2021 Fast Adaptation with Linearized Neural Networks AISTATS 2021 Fast Bayesian Uncertainty Estimation and Reduction of Batch Normalized Single Image Super-Resolution Network CVPR 2021 Fusing the Old with the New: Learning Relative Camera Pose with Geometry-Guided Uncertainty CVPR 2021 Getting a CLUE: A Method for Explaining Uncertainty Estimates ICLR 2021 Gradient-Based Localization and Spatial Attention for Confidence Measure in Fine-Grained Recognition using Deep Neural Networks AAAI 2021 Graph reparameterizations for enabling 1000+ Monte Carlo iterations in Bayesian deep neural networks UAI 2021 How Certain is Your Transformer? EACL 2021 Improved Image Matting via Real-Time User Clicks and Uncertainty Estimation CVPR 2021 Know your limits: Uncertainty estimation with ReLU classifiers fails at reliable OOD detection UAI 2021 LabOR: Labeling Only if Required for Domain Adaptive Semantic Segmentation ICCV 2021 Lalilo: A Reading Assistant for Children Featuring Speech Recognition-Based Reading Mistake Detection Interspeech 2021 Learning Accurate Dense Correspondences and When To Trust Them CVPR 2021