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Uncertainty Quantification

663 directly classified papers

Papers per year

Papers

Probabilistic Conformal Prediction Using Conditional Random Samples AISTATS 2023
DARL: Distance-Aware Uncertainty Estimation for Offline Reinforcement Learning AAAI 2023
Model-Based Uncertainty in Value Functions AISTATS 2023
Retrospective Uncertainties for Deep Models using Vine Copulas AISTATS 2023
Uncertainty Estimation for Connectionist Temporal Classification Based Automatic Speech Recognition INTERSPEECH 2023
Accurate and Reliable Confidence Estimation Based on Non-Autoregressive End-to-End Speech Recognition System INTERSPEECH 2023
Pixel-Wise Prediction Based Visual Odometry via Uncertainty Estimation WACV 2023
Trusted Fine-Grained Image Classification through Hierarchical Evidence Fusion AAAI 2023
On double-descent in uncertainty quantification in overparametrized models AISTATS 2023
USDNL: Uncertainty-Based Single Dropout in Noisy Label Learning AAAI 2023
Risk Bounds on Aleatoric Uncertainty Recovery AISTATS 2023
Incorporating functional summary information in Bayesian neural networks using a Dirichlet process likelihood approach AISTATS 2023
Faithful Heteroscedastic Regression with Neural Networks AISTATS 2023
Predictive Multiplicity in Probabilistic Classification AAAI 2023
Stochastic Segmentation with Conditional Categorical Diffusion Models ICCV 2023
Variational Boosted Soft Trees AISTATS 2023
Monitoring Model Deterioration with Explainable Uncertainty Estimation via Non-parametric Bootstrap AAAI 2023
Kernel Conditional Moment Constraints for Confounding Robust Inference AISTATS 2023
Learning Pessimism for Reinforcement Learning AAAI 2023
Distance-to-Set Priors and Constrained Bayesian Inference AISTATS 2023
Revisiting inference after prediction JMLR 2023
Conformal Prediction with Missing Values ICML 2023
Instance-Dependent Confidence and Early Stopping for Reinforcement Learning JMLR 2023
Improving Uncertainty Quantification of Deep Classifiers via Neighborhood Conformal Prediction: Novel Algorithm and Theoretical Analysis AAAI 2023
Sequential Predictive Conformal Inference for Time Series ICML 2023