uncertainty estimation

AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty ICLR 2020 Bayesian Learning of Probabilistic Dipole Inversion for Quantitative Susceptibility Mapping MIDL 2020 Being Bayesian about Categorical Probability ICML 2020 Calibrated Prediction with Covariate Shift via Unsupervised Domain Adaptation AISTATS 2020 Certifiably Adversarially Robust Detection of Out-of-Distribution Data NeurIPS 2020 Conservative Uncertainty Estimation By Fitting Prior Networks ICLR 2020 D3VO: Deep Depth, Deep Pose and Deep Uncertainty for Monocular Visual Odometry CVPR 2020 Deep Model-Based Reinforcement Learning via Estimated Uncertainty and Conservative Policy Optimization AAAI 2020 Deep Orientation Uncertainty Learning based on a Bingham Loss ICLR 2020 Deep Stereo Using Adaptive Thin Volume Representation With Uncertainty Awareness CVPR 2020 Depth Uncertainty in Neural Networks NeurIPS 2020 Efficient Out-of-Distribution Detection in Digital Pathology Using Multi-Head Convolutional Neural Networks MIDL 2020 Efficient Predictive Uncertainty Estimators for Deep Probabilistic Models AAAI 2020 Ensemble Distribution Distillation ICLR 2020 Extracting Chemical-Protein Interactions via Calibrated Deep Neural Network and Self-training EMNLP 2020 Generalizing Hand Segmentation in Egocentric Videos With Uncertainty-Guided Model Adaptation CVPR 2020 Identifying Causal-Effect Inference Failure with Uncertainty-Aware Models NeurIPS 2020 Improving Confidence Estimates for Unfamiliar Examples CVPR 2020 Inferring DQN structure for high-dimensional continuous control ICML 2020 Influenza Forecasting Framework based on Gaussian Processes ICML 2020 IST-Unbabel Participation in the WMT20 Quality Estimation Shared Task EMNLP 2020 Learning in the Wild with Incremental Skeptical Gaussian Processes IJCAI 2020 LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood CVPR 2020 Maximizing Overall Diversity for Improved Uncertainty Estimates in Deep Ensembles AAAI 2020 Multifaceted Uncertainty Estimation for Label-Efficient Deep Learning NeurIPS 2020