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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-Aware Self-Training for Low-Resource Neural Sequence Labeling AAAI 2023
Intrinsic Gaussian Process on Unknown Manifolds with Probabilistic Metrics JMLR 2023
Bayesian Calibration of Imperfect Computer Models using Physics-Informed Priors JMLR 2023
On the Calibration and Uncertainty with Pólya-Gamma Augmentation for Dialog Retrieval Models AAAI 2023
Optimal Strategies for Reject Option Classifiers JMLR 2023
Bayesian Spiked Laplacian Graphs JMLR 2023
Learning Correspondence Uncertainty via Differentiable Nonlinear Least Squares CVPR 2023
AirFormer: Predicting Nationwide Air Quality in China with Transformers AAAI 2023
Post-hoc Uncertainty Learning Using a Dirichlet Meta-Model AAAI 2023
The Unreasonable Effectiveness of Deep Evidential Regression AAAI 2023
Calibration by Distribution Matching: Trainable Kernel Calibration Metrics NIPS 2023
Inverse-Reference Priors for Fisher Regularization of Bayesian Neural Networks AAAI 2023
Improving Uncertainty Quantification of Deep Classifiers via Neighborhood Conformal Prediction: Novel Algorithm and Theoretical Analysis AAAI 2023
Pose-Oriented Transformer with Uncertainty-Guided Refinement for 2D-to-3D Human Pose Estimation AAAI 2023
Safe Multi-View Deep Classification AAAI 2023
Improving Training and Inference of Face Recognition Models via Random Temperature Scaling AAAI 2023
TrEP: Transformer-Based Evidential Prediction for Pedestrian Intention with Uncertainty AAAI 2023
Probabilistic Shape Models of Anatomy Directly from Images AAAI 2023
Estimating Regression Predictive Distributions with Sample Networks AAAI 2023
Speech Intelligibility Assessment of Dysarthric Speech by using Goodness of Pronunciation with Uncertainty Quantification INTERSPEECH 2023
Wasserstein Actor-Critic: Directed Exploration via Optimism for Continuous-Actions Control AAAI 2023
Statistical Inference for Noisy Incomplete Binary Matrix JMLR 2023
Distance-to-Set Priors and Constrained Bayesian Inference AISTATS 2023
Object Pose Estimation With Statistical Guarantees: Conformal Keypoint Detection and Geometric Uncertainty Propagation CVPR 2023
Conformal Off-Policy Prediction AISTATS 2023