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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

Uncertainty on Asynchronous Time Event Prediction NIPS 2019
Calibrating Deep Convolutional Gaussian Processes AISTATS 2019
AdaNSP: Uncertainty-driven Adaptive Decoding in Neural Semantic Parsing ACL 2019
Evaluating model calibration in classification AISTATS 2019
Differentially Private Bayesian Linear Regression NIPS 2019
Bayesian Hierarchical Dynamic Model for Human Action Recognition CVPR 2019
Probabilistic Riemannian submanifold learning with wrapped Gaussian process latent variable models AISTATS 2019
What's to Know? Uncertainty as a Guide to Asking Goal-Oriented Questions CVPR 2019
Modeling Uncertainty by Learning a Hierarchy of Deep Neural Connections NIPS 2019
Deep Gamblers: Learning to Abstain with Portfolio Theory NIPS 2019
A Simple Baseline for Bayesian Uncertainty in Deep Learning NIPS 2019
Calibration tests in multi-class classification: A unifying framework NIPS 2019
Single-Model Uncertainties for Deep Learning NIPS 2019
Probabilistic Deep Ordinal Regression Based on Gaussian Processes ICCV 2019
Quantifying Uncertainty in Online Regression Forests JMLR 2019
Uniform Error Bounds for Gaussian Process Regression with Application to Safe Control NIPS 2019
Verified Uncertainty Calibration NIPS 2019
Learning to Optimize in Swarms NIPS 2019
Assumed Density Filtering Q-learning IJCAI 2019
Minimal Achievable Sufficient Statistic Learning ICML 2019
Can You Trust This Prediction? Auditing Pointwise Reliability After Learning AISTATS 2019
Perceptual Attention-based Predictive Control CORL 2019
Bounding Box Regression With Uncertainty for Accurate Object Detection CVPR 2019
Learning for Single-Shot Confidence Calibration in Deep Neural Networks Through Stochastic Inferences CVPR 2019
Informative Object Annotations: Tell Me Something I Don't Know CVPR 2019