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Conformal Prediction

Conformal Prediction is a machine learning framework that provides valid measures of confidence for individual predictions. It offers a principled approach to quantify uncertainty in predictions without assuming any specific distribution for the data. This section features papers that explore various aspects of conformal prediction, including theoretical advancements, algorithmic developments, and applications across different domains.

Papers

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Showing 101–125 of 704 papers

TitleStatusHype
Distributed Conformal Prediction via Message PassingCode0
Backward Conformal PredictionCode0
ConU: Conformal Uncertainty in Large Language Models with Correctness Coverage GuaranteesCode0
Conjunction Subspaces Test for Conformal and Selective ClassificationCode0
A Confidence Machine for Sparse High-Order Interaction ModelCode0
Confidence on the Focal: Conformal Prediction with Selection-Conditional CoverageCode0
Conformal time series decomposition with component-wise exchangeabilityCode0
Distributional conformal predictionCode0
Conformal Risk Control for Ordinal ClassificationCode0
Conformal Risk Minimization with Variance ReductionCode0
Conformal Recursive Feature EliminationCode0
Conformal Robust Control of Linear SystemsCode0
Conformal Prediction with Corrupted Labels: Uncertain Imputation and Robust Re-weightingCode0
Conformal Prediction under Levy-Prokhorov Distribution Shifts: Robustness to Local and Global PerturbationsCode0
A Physics-Informed Convolutional Long Short Term Memory Statistical Model for Fluid Thermodynamics SimulationsCode0
Conformal Prediction with Partially Labeled DataCode0
Conformal Structured PredictionCode0
Conformal Bounds on Full-Reference Image Quality for Imaging Inverse ProblemsCode0
Adjusting Regression Models for Conditional Uncertainty CalibrationCode0
Computing Full Conformal Prediction Set with Approximate HomotopyCode0
Conformal Prediction Sets Improve Human Decision MakingCode0
Data-SUITE: Data-centric identification of in-distribution incongruous examplesCode0
Conformal Prediction Sets Can Cause Disparate ImpactCode0
Conformal Credal Self-Supervised LearningCode0
Conformal Prediction Sets with Limited False PositivesCode0
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