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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

Provably Adversarially Robust Detection of Out-of-Distribution Data (Almost) for Free NIPS 2022
Self-Aware Personalized Federated Learning NIPS 2022
Fair Conformal Predictors for Applications in Medical Imaging AAAI 2022
Probabilistic Numerical Method of Lines for Time-Dependent Partial Differential Equations AISTATS 2022
Adaptive Multi-Goal Exploration AISTATS 2022
ULFRI at SemEval-2022 Task 4: Leveraging uncertainty and additional knowledge for patronizing and condescending language detection SEMEVAL 2022
Adaptive Conformal Predictions for Time Series ICML 2022
AutoIP: A United Framework to Integrate Physics into Gaussian Processes ICML 2022
Gaussian Process Uniform Error Bounds with Unknown Hyperparameters for Safety-Critical Applications ICML 2022
The Implicit Delta Method NIPS 2022
Identifiability Conditions for Domain Adaptation ICML 2022
Learning Domain Adaptive Object Detection with Probabilistic Teacher ICML 2022
Image-to-Image Regression with Distribution-Free Uncertainty Quantification and Applications in Imaging ICML 2022
Centroid Approximation for Bootstrap: Improving Particle Quality at Inference ICML 2022
On the Effectiveness of Automated Metrics for Text Generation Systems EMNLP 2022
Exploring Predictive Uncertainty and Calibration in NLP: A Study on the Impact of Method & Data Scarcity EMNLP 2022
iFS-RCNN: An Incremental Few-Shot Instance Segmenter CVPR 2022
On the Practicality of Deterministic Epistemic Uncertainty ICML 2022
Understanding Uncertainty Maps in Vision With Statistical Testing CVPR 2022
Learning Structured Gaussians To Approximate Deep Ensembles CVPR 2022
Uncertainty-Aware Adaptation for Self-Supervised 3D Human Pose Estimation CVPR 2022
Multidimensional Belief Quantification for Label-Efficient Meta-Learning CVPR 2022
Uncertainty-Guided Probabilistic Transformer for Complex Action Recognition CVPR 2022
Uncertainty-aware Propagation Structure Reconstruction for Fake News Detection COLING 2022
FisherMatch: Semi-Supervised Rotation Regression via Entropy-Based Filtering CVPR 2022