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Uncertainty Quantification

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Showing 1901–1925 of 2366 papers

TitleStatusHype
Coresets for Scalable Bayesian Logistic RegressionCode0
ConU: Conformal Uncertainty in Large Language Models with Correctness Coverage GuaranteesCode0
Offline Bayesian Aleatoric and Epistemic Uncertainty Quantification and Posterior Value Optimisation in Finite-State MDPsCode0
Estimation and Applications of Quantiles in Deep Binary ClassificationCode0
Full-field surrogate modeling of cardiac function encoding geometric variabilityCode0
Full-waveform earthquake source inversion using simulation-based inferenceCode0
Fully Bayesian inference for latent variable Gaussian process modelsCode0
Fully Bayesian VIB-DeepSSMCode0
Offline Meta Reinforcement Learning with In-Distribution Online AdaptationCode0
Off-Policy Confidence Interval Estimation with Confounded Markov Decision ProcessCode0
Understanding the Trade-offs in Accuracy and Uncertainty Quantification: Architecture and Inference Choices in Bayesian Neural NetworksCode0
Sampling-based inference for large linear models, with application to linearised LaplaceCode0
SAUC: Sparsity-Aware Uncertainty Calibration for Spatiotemporal Prediction with Graph Neural NetworksCode0
Variational Imbalanced Regression: Fair Uncertainty Quantification via Probabilistic SmoothingCode0
Scalable Bayesian Low-Rank Adaptation of Large Language Models via Stochastic Variational Subspace InferenceCode0
On Last-Layer Algorithms for Classification: Decoupling Representation from Uncertainty EstimationCode0
Function-space Parameterization of Neural Networks for Sequential LearningCode0
The Deep Latent Space Particle Filter for Real-Time Data Assimilation with Uncertainty QuantificationCode0
An Uncertainty-Aware, Shareable and Transparent Neural Network Architecture for Brain-Age ModelingCode0
Uncertainty Quantification in Computer-Aided Diagnosis: Make Your Model say "I don't know" for Ambiguous CasesCode0
Binscatter RegressionsCode0
Estimation and Analysis of Slice Propagation Uncertainty in 3D Anatomy SegmentationCode0
On Local Posterior Structure in Deep EnsemblesCode0
Bayesian active learning for optimization and uncertainty quantification in protein dockingCode0
Estimating prevalence with precision and accuracyCode0
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