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uncertainty quantification

1365 papers

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Also known as

UQ

Co-occurring keywords

uncertainty estimation (639) bayesian inference (1904) large language model (12755) conformal prediction (208) gaussian process (1198) variational inference (2069) out-of-distribution detection (611) epistemic uncertainty (156) neural network (6616) bayesian neural network (201)

Papers

Improving Bayesian Neural Networks by Adversarial Sampling AAAI 2022
Detecting Misclassification Errors in Neural Networks with a Gaussian Process Model AAAI 2022
Trusted Multi-View Deep Learning with Opinion Aggregation AAAI 2022
Incomplete Argumentation Frameworks: Properties and Complexity AAAI 2022
Highlighting Object Category Immunity for the Generalization of Human-Object Interaction Detection AAAI 2022
The Role of Context and Uncertainty in Shallow Discourse Parsing COLING 2022
UCC: Uncertainty Guided Cross-Head Co-Training for Semi-Supervised Semantic Segmentation CVPR 2022
The Probabilistic Normal Epipolar Constraint for Frame-to-Frame Rotation Optimization Under Uncertain Feature Positions CVPR 2022
OpenTAL: Towards Open Set Temporal Action Localization CVPR 2022
Interpretable Self-Aware Neural Networks for Robust Trajectory Prediction CORL 2022
Meta-Learning Priors for Safe Bayesian Optimization CORL 2022
Fast predictive uncertainty for classification with Bayesian deep networks UAI 2022
Calibrated and Sharp Uncertainties in Deep Learning via Density Estimation ICML 2022
Causal discovery with heterogeneous observational data UAI 2022
A Variational Bayesian Method for Similarity Learning in Non-Rigid Image Registration CVPR 2022
PDQ-Net: Deep probabilistic dual quaternion network for absolute pose regression on $SE(3)$ UAI 2022
Evaluating Uncertainty-Based Deep Learning Explanations for Prostate Lesion Detection MLHC 2022
Transformer Neural Processes: Uncertainty-Aware Meta Learning Via Sequence Modeling ICML 2022
Modular Conformal Calibration ICML 2022
Probabilistic ODE Solutions in Millions of Dimensions ICML 2022
Scalable Gaussian-process regression and variable selection using Vecchia approximations JMLR 2022
CARD: Classification and Regression Diffusion Models NIPS 2022
The Neural Testbed: Evaluating Joint Predictions NIPS 2022
Few-Shot Keypoint Detection With Uncertainty Learning for Unseen Species CVPR 2022
From Mimicking to Integrating: Knowledge Integration for Pre-Trained Language Models EMNLP 2022