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Uncertainty Quantification

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Showing 301–350 of 2366 papers

TitleStatusHype
Active Subspace of Neural Networks: Structural Analysis and Universal AttacksCode0
A Kernel-Expanded Stochastic Neural NetworkCode0
Fully Bayesian VIB-DeepSSMCode0
Fully Bayesian inference for latent variable Gaussian process modelsCode0
Function-space Parameterization of Neural Networks for Sequential LearningCode0
Gated Linear Model induced U-net for surrogate modeling and uncertainty quantificationCode0
Generalised Linear Models for Dependent Binary Outcomes with Applications to Household Stratified Pandemic Influenza DataCode0
Frequentist Uncertainty in Recurrent Neural Networks via Blockwise Influence FunctionsCode0
Forecasting Local Ionospheric Parameters Using TransformersCode0
Flexible Heteroscedastic Count Regression with Deep Double Poisson NetworksCode0
Full-field surrogate modeling of cardiac function encoding geometric variabilityCode0
A Symmetry-Aware Exploration of Bayesian Neural Network PosteriorsCode0
Fixing Overconfidence in Dynamic Neural NetworksCode0
Flat Posterior Does Matter For Bayesian Model AveragingCode0
FISHing in Uncertainty: Synthetic Contrastive Learning for Genetic Aberration DetectionCode0
Flexible Amortized Variational Inference in qBOLD MRICode0
Full-waveform earthquake source inversion using simulation-based inferenceCode0
Generalized Variational Inference in Function Spaces: Gaussian Measures meet Bayesian Deep LearningCode0
Fast Uncertainty Estimates in Deep Learning Interatomic PotentialsCode0
A Study on the Calibration of In-context LearningCode0
On double-descent in uncertainty quantification in overparametrized modelsCode0
Active Learning for Deep Gaussian Process SurrogatesCode0
Fast fitting of neural ordinary differential equations by Bayesian neural gradient matching to infer ecological interactions from time series dataCode0
Fast and Accurate Emulation of the SDO/HMI Stokes Inversion with Uncertainty QuantificationCode0
Fast Instrument Learning with Faster RatesCode0
A Forward and Backward Compatible Framework for Few-shot Class-incremental Pill RecognitionCode0
Extrapolation-Aware Nonparametric Statistical InferenceCode0
Fact-Checking the Output of Large Language Models via Token-Level Uncertainty QuantificationCode0
Active Inference Meeting Energy-Efficient Control of Parallel and Identical MachinesCode0
Extracting Usable Predictions from Quantized Networks through Uncertainty Quantification for OOD DetectionCode0
FaIRGP: A Bayesian Energy Balance Model for Surface Temperatures EmulationCode0
Exploring the Limits of Epistemic Uncertainty Quantification in Low-Shot SettingsCode0
ASPIRE: Iterative Amortized Posterior Inference for Bayesian Inverse ProblemsCode0
Expectation consistency for calibration of neural networksCode0
Exploring the Potential for Large Language Models to Demonstrate Rational Probabilistic BeliefsCode0
Uncertainty Quantification for Fairness in Two-Stage Recommender SystemsCode0
A Generic Framework for Conformal FairnessCode0
A Simple Approach to Improve Single-Model Deep Uncertainty via Distance-AwarenessCode0
Evidential Deep Learning for Uncertainty Quantification and Out-of-Distribution Detection in Jet Identification using Deep Neural NetworksCode0
Artificial Intelligence for Science in Quantum, Atomistic, and Continuum SystemsCode0
E-Values Expand the Scope of Conformal PredictionCode0
Evaluating Bayesian Deep Learning Methods for Semantic SegmentationCode0
Accelerating Convergence in Bayesian Few-Shot ClassificationCode0
Evaluating Uncertainty in Deep Gaussian ProcessesCode0
Evidential Deep Learning for Probabilistic Modelling of Extreme Storm EventsCode0
AGEM: Solving Linear Inverse Problems via Deep Priors and SamplingCode0
Are you sure it’s an artifact? Artifact detection and uncertainty quantification in histological imagesCode0
Estimation and Analysis of Slice Propagation Uncertainty in 3D Anatomy SegmentationCode0
Are you sure? Analysing Uncertainty Quantification Approaches for Real-world Speech Emotion RecognitionCode0
ACon^2: Adaptive Conformal Consensus for Provable Blockchain OraclesCode0
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