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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

Showing 576600 of 704 papers

TitleStatusHype
Conformal Prediction in Multi-User Settings: An EvaluationCode0
Conformal Prediction Intervals with Temporal DependenceCode0
Projected random forests and conformal prediction of circular dataCode0
Conformal Prediction Regions for Time Series using Linear Complementarity ProgrammingCode0
Conformal Prediction Sets Can Cause Disparate ImpactCode0
Conformal Prediction Sets Improve Human Decision MakingCode0
Conformal Prediction Sets with Limited False PositivesCode0
Conformal Prediction under Levy-Prokhorov Distribution Shifts: Robustness to Local and Global PerturbationsCode0
Conformal Prediction with Corrupted Labels: Uncertain Imputation and Robust Re-weightingCode0
Conformal Prediction with Partially Labeled DataCode0
Conformal Recursive Feature EliminationCode0
Conformal Risk Control for Ordinal ClassificationCode0
Conformal Risk Minimization with Variance ReductionCode0
Conformal Robust Control of Linear SystemsCode0
Conformal Structured PredictionCode0
Conformal Thresholded Intervals for Efficient RegressionCode0
Conformal time series decomposition with component-wise exchangeabilityCode0
Conjunction Subspaces Test for Conformal and Selective ClassificationCode0
ConU: Conformal Uncertainty in Large Language Models with Correctness Coverage GuaranteesCode0
Data-SUITE: Data-centric identification of in-distribution incongruous examplesCode0
Decision-Focused Uncertainty QuantificationCode0
Design-based conformal predictionCode0
Discounted Adaptive Online Learning: Towards Better RegularizationCode0
Distributed Conformal Prediction via Message PassingCode0
Distributional conformal predictionCode0
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