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Uncertainty Quantification

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Showing 801–825 of 2366 papers

TitleStatusHype
Algorithmic Framework for Model-based Deep Reinforcement Learning with Theoretical GuaranteesCode0
Equivariant Bootstrapping for Uncertainty Quantification in Imaging Inverse ProblemsCode0
Estimation and Analysis of Slice Propagation Uncertainty in 3D Anatomy SegmentationCode0
Sparse Bayesian Deep Learning for Dynamic System IdentificationCode0
Conformal online model aggregationCode0
Enhancing Low-Precision Sampling via Stochastic Gradient Hamiltonian Monte CarloCode0
Conformal Off-policy PredictionCode0
A Brief Review of Hypernetworks in Deep LearningCode0
Automated Detection of Label Errors in Semantic Segmentation Datasets via Deep Learning and Uncertainty QuantificationCode0
Bayesian Evidential Deep Learning with PAC RegularizationCode0
Equation Discovery with Bayesian Spike-and-Slab Priors and Efficient KernelsCode0
Stable and Convexified Information Bottleneck Optimization via Symbolic Continuation and Entropy-Regularized TrajectoriesCode0
EquiNO: A Physics-Informed Neural Operator for Multiscale SimulationsCode0
Ensemble Multi-Quantiles: Adaptively Flexible Distribution Prediction for Uncertainty QuantificationCode0
Estimation and Applications of Quantiles in Deep Binary ClassificationCode0
Ensemble of Pre-Trained Neural Networks for Segmentation and Quality Detection of Transmission Electron Microscopy ImagesCode0
Calibrated Computation-Aware Gaussian ProcessesCode0
Streamflow Prediction with Uncertainty Quantification for Water Management: A Constrained Reasoning and Learning ApproachCode0
Machine learning models for daily rainfall forecasting in Northern Tropical Africa using tropical wave predictorsCode0
Quantifying Representation Reliability in Self-Supervised Learning ModelsCode0
Conformalized Teleoperation: Confidently Mapping Human Inputs to High-Dimensional Robot Actions—0
Conformalized Prediction of Post-Fault Voltage Trajectories Using Pre-trained and Finetuned Attention-Driven Neural Operators—0
Conformalized Link Prediction on Graph Neural Networks—0
AutoDEUQ: Automated Deep Ensemble with Uncertainty Quantification—0
A Learning- and Scenario-based MPC Design for Nonlinear Systems in LPV Framework with Safety and Stability Guarantees—0
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