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Uncertainty Quantification

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Showing 351–375 of 2366 papers

TitleStatusHype
Decision Theoretic Foundations for Conformal Prediction: Optimal Uncertainty Quantification for Risk-Averse Agents—0
Optimal Subspace Inference for the Laplace Approximation of Bayesian Neural NetworksCode0
Robust and Conjugate Spatio-Temporal Gaussian ProcessesCode0
Uncertainty Quantification for Collaborative Object Detection Under Adversarial Attacks—0
From Uncertain to Safe: Conformal Fine-Tuning of Diffusion Models for Safe PDE ControlCode1
Hierarchical Sparse Bayesian Multitask Model with Scalable Inference for Microbiome Analysis—0
Gaussian processes for dynamics learning in model predictive control—0
Deep Active Learning based Experimental Design to Uncover Synergistic Genetic Interactions for Host Targeted Therapeutics—0
A generative foundation model for an all-in-one seismic processing framework—0
UASTHN: Uncertainty-Aware Deep Homography Estimation for UAV Satellite-Thermal Geo-localizationCode1
Federated Generalised Variational Inference: A Robust Probabilistic Federated Learning Framework—0
Error-quantified Conformal Inference for Time SeriesCode1
Muti-Fidelity Prediction and Uncertainty Quantification with Laplace Neural Operators for Parametric Partial Differential Equations—0
Uncertainty Quantification of Wind Gust Predictions in the Northeast US: An Evidential Neural Network and Explainable Artificial Intelligence Approach—0
Position: Curvature Matrices Should Be Democratized via Linear Operators—0
Redefining Machine Unlearning: A Conformal Prediction-Motivated Approach—0
Trustworthy Evaluation of Generative AI Models—0
Probabilistic Joint Recovery Method for CO_2 Plume Monitoring—0
BARNN: A Bayesian Autoregressive and Recurrent Neural Network—0
Reducing Aleatoric and Epistemic Uncertainty through Multi-modal Data AcquisitionCode0
PDE-DKL: PDE-constrained deep kernel learning in high dimensionalityCode0
Robust Online Conformal Prediction under Uniform Label Noise—0
Noise-Adaptive Conformal Classification with Marginal CoverageCode0
Trustworthy image-to-image translation: evaluating uncertainty calibration in unpaired training scenarios—0
Uncertainty Quantification and Decomposition for LLM-based RecommendationCode0
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