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Uncertainty Quantification

Papers

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TitleStatusHype
Speech Intelligibility Assessment of Dysarthric Speech by using Goodness of Pronunciation with Uncertainty QuantificationCode1
Federated Conformal Predictors for Distributed Uncertainty QuantificationCode1
Uncertainty Quantification over Graph with Conformalized Graph Neural NetworksCode1
Principal Uncertainty Quantification with Spatial Correlation for Image Restoration ProblemsCode1
Uncertainty Quantification in Machine Learning for Engineering Design and Health Prognostics: A TutorialCode1
Calibrated Explanations: with Uncertainty Information and CounterfactualsCode1
Personalized Federated Learning under Mixture of DistributionsCode1
Probabilistic 3D segmentation for aleatoric uncertainty quantification in full 3D medical dataCode1
Posterior Sampling for Deep Reinforcement LearningCode1
Uncertainty Aware Neural Network from Similarity and SensitivityCode1
Kernel Methods are Competitive for Operator LearningCode1
Latent diffusion models for generative precipitation nowcasting with accurate uncertainty quantificationCode1
UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time SeriesCode1
Bayesian neural networks via MCMC: a Python-based tutorialCode1
Inferring networks from time series: a neural approachCode1
Object Pose Estimation with Statistical Guarantees: Conformal Keypoint Detection and Geometric Uncertainty PropagationCode1
Novel Class Discovery for 3D Point Cloud Semantic SegmentationCode1
Traffic State Estimation from Vehicle Trajectories with Anisotropic Gaussian ProcessesCode1
Model-Based Uncertainty in Value FunctionsCode1
Forecasting Workload in Cloud Computing: Towards Uncertainty-Aware Predictions and Transfer LearningCode1
Improving Adaptive Conformal Prediction Using Self-Supervised LearningCode1
Learning Physical Models that Can Respect Conservation LawsCode1
Improved Online Conformal Prediction via Strongly Adaptive Online LearningCode1
Probabilistic Circuits That Know What They Don't KnowCode1
A Benchmark on Uncertainty Quantification for Deep Learning PrognosticsCode1
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