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Uncertainty Quantification

Papers

Showing 726750 of 2366 papers

TitleStatusHype
Decision Theoretic Foundations for Conformal Prediction: Optimal Uncertainty Quantification for Risk-Averse Agents0
Bayes without Underfitting: Fully Correlated Deep Learning Posteriors via Alternating Projections0
A comparative study of conformal prediction methods for valid uncertainty quantification in machine learning0
Decision Theoretic Bootstrapping0
Bayesian Hidden Physics Models: Uncertainty Quantification for Discovery of Nonlinear Partial Differential Operators from Data0
Distribution-free uncertainty quantification for classification under label shift0
Distribution free uncertainty quantification in neuroscience-inspired deep operators0
Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework0
Diverse Randomized Value Functions: A Provably Pessimistic Approach for Offline Reinforcement Learning0
Debiasing Mini-Batch Quadratics for Applications in Deep Learning0
An Efficient and Uncertainty-aware Reinforcement Learning Framework for Quality Assurance in Extrusion Additive Manufacturing0
Do Large Language Models (Really) Need Statistical Foundations?0
Benchmarking Bayesian Deep Learning on Diabetic Retinopathy Detection Tasks0
Entropy-regularized Gradient Estimators for Approximate Bayesian Inference0
Epistemic Deep Learning0
DROMO: Distributionally Robust Offline Model-based Policy Optimization0
Error-Aware B-PINNs: Improving Uncertainty Quantification in Bayesian Physics-Informed Neural Networks0
Ensemble models outperform single model uncertainties and predictions for operator-learning of hypersonic flows0
DSDE: Using Proportion Estimation to Improve Model Selection for Out-of-Distribution Detection0
Bayesian Graph Contrastive Learning0
Ensemble Neural Networks (ENN): A gradient-free stochastic method0
Bayesian generative models can flag performance loss, bias, and out-of-distribution image content0
DBCal: Density Based Calibration of classifier predictions for uncertainty quantification0
Dual-Splitting Conformal Prediction for Multi-Step Time Series Forecasting0
An Axiomatic Assessment of Entropy- and Variance-based Uncertainty Quantification in Regression0
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