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Uncertainty Quantification

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TitleStatusHype
Flexible Bayesian Last Layer Models Using Implicit Priors and Diffusion Posterior Sampling—0
Question Rephrasing for Quantifying Uncertainty in Large Language Models: Applications in Molecular Chemistry Tasks—0
NeurAM: nonlinear dimensionality reduction for uncertainty quantification through neural active manifolds—0
Exchangeable Sequence Models Quantify Uncertainty Over Latent Concepts—0
DUST: A Framework for Data-Driven Density Steering—0
Alpha-VI DeepONet: A prior-robust variational Bayesian approach for enhancing DeepONets with uncertainty quantification—0
Machine learning surrogates for efficient hydrologic modeling: Insights from stochastic simulations of managed aquifer recharge—0
Machine Learning for Predicting Chaotic Systems—0
Robust Conformal Volume Estimation in 3D Medical ImagesCode0
Uncertainty Quantification of Data Shapley via Statistical Inference—0
Bayesian meta learning for trustworthy uncertainty quantification—0
Interpreting artificial neural networks to detect genome-wide association signals for complex traitsCode0
Multi-group Uncertainty Quantification for Long-form Text Generation—0
SepsisLab: Early Sepsis Prediction with Uncertainty Quantification and Active SensingCode0
Sobolev neural network with residual weighting as a surrogate in linear and non-linear mechanics—0
Deep Bayesian segmentation for colon polyps: Well-calibrated predictions in medical imagingCode0
Practical multi-fidelity machine learning: fusion of deterministic and Bayesian modelsCode0
Achieving Well-Informed Decision-Making in Drug Discovery: A Comprehensive Calibration Study using Neural Network-Based Structure-Activity ModelsCode0
Adaptive Uncertainty Quantification for Scenario-based Control Using Meta-learning of Bayesian Neural Networks—0
Conformal Thresholded Intervals for Efficient RegressionCode0
High-Dimensional Confidence Regions in Sparse MRI—0
Deterministic Trajectory Optimization through Probabilistic Optimal Control—0
Non-Asymptotic Uncertainty Quantification in High-Dimensional LearningCode0
Lightweight Uncertainty Quantification with Simplex Semantic Segmentation for Terrain Traversability—0
With or Without Replacement? Improving Confidence in Fourier Imaging—0
Instance-wise Uncertainty for Class Imbalance in Semantic Segmentation—0
Semi-Supervised Generative Models for Disease Trajectories: A Case Study on Systemic SclerosisCode0
SurroFlow: A Flow-Based Surrogate Model for Parameter Space Exploration and Uncertainty Quantification—0
Bayesian Causal Forests for Longitudinal Data: Assessing the Impact of Part-Time Work on Growth in High School Mathematics Achievement—0
Uncertainty Quantification to Enhance Probabilistic Fusion Based User Identification Using SmartphonesCode0
PULPo: Probabilistic Unsupervised Laplacian Pyramid RegistrationCode0
Improved Uncertainty Estimation of Graph Neural Network Potentials Using Engineered Latent Space Distances—0
Estimation of spatio-temporal extremes via generative neural networksCode0
Subgroup-Specific Risk-Controlled Dose Estimation in RadiotherapyCode0
Gaussian process interpolation with conformal prediction: methods and comparative analysis—0
Multi-modal MRI Translation via Evidential Regression and Distribution Calibration—0
Bayesian Federated Learning with Hamiltonian Monte Carlo: Algorithm and Theory—0
TriQXNet: Forecasting Dst Index from Solar Wind Data Using an Interpretable Parallel Classical-Quantum Framework with Uncertainty Quantification—0
JANET: Joint Adaptive predictioN-region Estimation for Time-series—0
Multi-Fidelity Bayesian Neural Network for Uncertainty Quantification in Transonic Aerodynamic Loads—0
Interpretability of Uncertainty: Exploring Cortical Lesion Segmentation in Multiple SclerosisCode0
Data-centric challenges with the application and adoption of artificial intelligence for drug discovery—0
Trustworthy Classification through Rank-Based Conformal Prediction SetsCode0
Model and Feature Diversity for Bayesian Neural Networks in Mutual Learning—0
Terrain Classification Enhanced with Uncertainty for Space Exploration Robots from Proprioceptive Data—0
Conformal Prediction for Causal Effects of Continuous TreatmentsCode0
Uncertainty-Aware Decarbonization for Datacenters—0
Latent Diffusion Model for Generating Ensembles of Climate Simulations—0
Uncertainty Quantification in Table Structure RecognitionCode0
Are you sure? Analysing Uncertainty Quantification Approaches for Real-world Speech Emotion RecognitionCode0
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