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Uncertainty Quantification

Papers

Showing 426450 of 2366 papers

TitleStatusHype
On the Role of Surrogates in Conformal Inference of Individual Causal EffectsCode0
Constructing Confidence Intervals for Average Treatment Effects from Multiple DatasetsCode0
Information-Geometric Barycenters for Bayesian Federated Learning0
Reliable Breast Cancer Molecular Subtype Prediction based on uncertainty-aware Bayesian Deep Learning by Mammography0
Learning Normal Flow Directly From Event NeighborhoodsCode1
A Staged Deep Learning Approach to Spatial Refinement in 3D Temporal Atmospheric Transport0
Integrating Generative and Physics-Based Models for Ptychographic Imaging with Uncertainty Quantification0
CESAR: A Convolutional Echo State AutoencodeR for High-Resolution Wind ForecastingCode0
Prescribing Decision Conservativeness in Two-Stage Power Markets: A Distributionally Robust End-to-End Approach0
Subspace tracking for online system identification0
Beyond Reweighting: On the Predictive Role of Covariate Shift in Effect Generalization0
Distribution free uncertainty quantification in neuroscience-inspired deep operators0
CUPS: Improving Human Pose-Shape Estimators with Conformalized Deep Uncertainty0
Bayesian optimized deep ensemble for uncertainty quantification of deep neural networks: a system safety case study on sodium fast reactor thermal stratification modeling0
Conformal Uncertainty Quantification of Electricity Price Predictions for Risk-Averse Storage Arbitrage0
Dual Random Fields and their Application to Mineral Potential Mapping0
Label-Confidence-Aware Uncertainty Estimation in Natural Language Generation0
GenAI4UQ: A Software for Inverse Uncertainty Quantification Using Conditional Generative ModelsCode1
PolytopeWalk: Sparse MCMC Sampling over PolytopesCode1
How Certain are Uncertainty Estimates? Three Novel Earth Observation Datasets for Benchmarking Uncertainty Quantification in Machine Learning0
Post-hoc Probabilistic Vision-Language ModelsCode1
AI-powered Digital Twin of the Ocean: Reliable Uncertainty Quantification for Real-time Wave Height Prediction with Deep Ensemble0
A Survey on Uncertainty Quantification of Large Language Models: Taxonomy, Open Research Challenges, and Future Directions0
Uncertainty Quantification for Transformer Models for Dark-Pattern Detection0
DAWN-FM: Data-Aware and Noise-Informed Flow Matching for Solving Inverse Problems0
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