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Uncertainty Quantification

Papers

Showing 19261950 of 2366 papers

TitleStatusHype
Gated Linear Model induced U-net for surrogate modeling and uncertainty quantificationCode0
Equivariant Neural Simulators for Stochastic Spatiotemporal DynamicsCode0
The Implicit Delta MethodCode0
Uncertainty in Neural Networks: Approximately Bayesian EnsemblingCode0
The Kernel Interaction Trick: Fast Bayesian Discovery of Pairwise Interactions in High DimensionsCode0
On Subjective Uncertainty Quantification and Calibration in Natural Language GenerationCode0
Quasi-Bayesian Dual Instrumental Variable RegressionCode0
On the Convergence of Locally Adaptive and Scalable Diffusion-Based Sampling Methods for Deep Bayesian Neural Network PosteriorsCode0
Epistemic Uncertainty Quantification in Deep Learning Classification by the Delta MethodCode0
Bayesian Active Learning By Distribution DisagreementCode0
Gaussian Process Subspace Regression for Model ReductionCode0
Bi-fidelity Variational Auto-encoder for Uncertainty QuantificationCode0
Adaptive Shrinkage Estimation For Personalized Deep Kernel Regression In Modeling Brain TrajectoriesCode0
Equivariant Bootstrapping for Uncertainty Quantification in Imaging Inverse ProblemsCode0
EquiNO: A Physics-Informed Neural Operator for Multiscale SimulationsCode0
UQSA -- An R-Package for Uncertainty Quantification and Sensitivity Analysis for Biochemical Reaction Network ModelsCode0
Generalised Linear Models for Dependent Binary Outcomes with Applications to Household Stratified Pandemic Influenza DataCode0
Beyond Confidence: Adaptive Abstention in Dual-Threshold Conformal Prediction for Autonomous System PerceptionCode0
The Pitfalls and Promise of Conformal Inference Under Adversarial AttacksCode0
Generalized Variational Inference in Function Spaces: Gaussian Measures meet Bayesian Deep LearningCode0
On the optimization and pruning for Bayesian deep learningCode0
Context-aware learning of hierarchies of low-fidelity models for multi-fidelity uncertainty quantificationCode0
On the Role of Surrogates in Conformal Inference of Individual Causal EffectsCode0
Equation Discovery with Bayesian Spike-and-Slab Priors and Efficient KernelsCode0
Epistemic Uncertainty in Conformal Scores: A Unified ApproachCode0
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