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Uncertainty Quantification

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TitleStatusHype
Enhancing Diagnostic in 3D COVID-19 Pneumonia CT-scans through Explainable Uncertainty Bayesian Quantification—0
Bridging the Sim-to-Real Gap with Bayesian Inference—0
Enhancing Global Sensitivity and Uncertainty Quantification in Medical Image Reconstruction with Monte Carlo Arbitrary-Masked Mamba—0
Enhancing In-Hospital Mortality Prediction Using Multi-Representational Learning with LLM-Generated Expert Summaries—0
DBCal: Density Based Calibration of classifier predictions for uncertainty quantification—0
Enhancing Interval Type-2 Fuzzy Logic Systems: Learning for Precision and Prediction Intervals—0
An Axiomatic Assessment of Entropy- and Variance-based Uncertainty Quantification in Regression—0
DAWN-FM: Data-Aware and Noise-Informed Flow Matching for Solving Inverse Problems—0
Enhancing Trustworthiness in ML-Based Network Intrusion Detection with Uncertainty Quantification—0
What is Flagged in Uncertainty Quantification? Latent Density Models for Uncertainty Categorization—0
Bayesian Federated Learning with Hamiltonian Monte Carlo: Algorithm and Theory—0
Ensemble learning and iterative training (ELIT) machine learning: applications towards uncertainty quantification and automated experiment in atom-resolved microscopy—0
An asymptotic analysis of distributed nonparametric methods—0
Ensemble models outperform single model uncertainties and predictions for operator-learning of hypersonic flows—0
Ensemble Neural Networks (ENN): A gradient-free stochastic method—0
Calibrated and Enhanced NRLMSIS 2.0 Model with Uncertainty Quantification—0
Entity Aware Modelling: A Survey—0
Stochasticity in Motion: An Information-Theoretic Approach to Trajectory Prediction—0
Adaptive Uncertainty Quantification for Scenario-based Control Using Meta-learning of Bayesian Neural Networks—0
Extending classical surrogate modelling to high-dimensions through supervised dimensionality reduction: a data-driven approach—0
Data-Informed Decomposition for Localized Uncertainty Quantification of Dynamical Systems—0
Epinet for Content Cold Start—0
Epistemic Deep Learning—0
Calibrated Physics-Informed Uncertainty Quantification—0
Data-Efficient Task Generalization via Probabilistic Model-based Meta Reinforcement Learning—0
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