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Uncertainty Quantification

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TitleStatusHype
FisherRF: Active View Selection and Uncertainty Quantification for Radiance Fields using Fisher InformationCode2
EVORA: Deep Evidential Traversability Learning for Risk-Aware Off-Road AutonomyCode2
Conformal prediction under ambiguous ground truthCode2
pyPESTO: A modular and scalable tool for parameter estimation for dynamic modelsCode2
Slideflow: Deep Learning for Digital Histopathology with Real-Time Whole-Slide VisualizationCode2
Fortuna: A Library for Uncertainty Quantification in Deep LearningCode2
Towards Long-Term Time-Series Forecasting: Feature, Pattern, and DistributionCode2
GAUCHE: A Library for Gaussian Processes in ChemistryCode2
NeuralUQ: A comprehensive library for uncertainty quantification in neural differential equations and operatorsCode2
Parametric and Multivariate Uncertainty Calibration for Regression and Object DetectionCode2
Uncertainty-Informed Deep Learning Models Enable High-Confidence Predictions for Digital HistopathologyCode2
Uncertainty Quantification in Scientific Machine Learning: Methods, Metrics, and ComparisonsCode2
Uncertainty Toolbox: an Open-Source Library for Assessing, Visualizing, and Improving Uncertainty QuantificationCode2
Distribution-Free, Risk-Controlling Prediction SetsCode2
Beyond Pinball Loss: Quantile Methods for Calibrated Uncertainty QuantificationCode2
Recursive KalmanNet: Deep Learning-Augmented Kalman Filtering for State Estimation with Consistent Uncertainty QuantificationCode1
Inv-Entropy: A Fully Probabilistic Framework for Uncertainty Quantification in Language ModelsCode1
LaDCast: A Latent Diffusion Model for Medium-Range Ensemble Weather ForecastingCode1
JaxSGMC: Modular stochastic gradient MCMC in JAXCode1
A Head to Predict and a Head to Question: Pre-trained Uncertainty Quantification Heads for Hallucination Detection in LLM OutputsCode1
HiBayES: A Hierarchical Bayesian Modeling Framework for AI Evaluation StatisticsCode1
UncertainSAM: Fast and Efficient Uncertainty Quantification of the Segment Anything ModelCode1
POINT^2: A Polymer Informatics Training and Testing DatabaseCode1
Language Model Uncertainty Quantification with Attention ChainCode1
Survival Analysis with Machine Learning for Predicting Li-ion Battery Remaining Useful LifeCode1
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