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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 551–600 of 704 papers

TitleStatusHype
Conformal Depression PredictionCode0
Conformal-in-the-Loop for Learning with Imbalanced Noisy DataCode0
Conformalised data synthesisCode0
Conformalization of Sparse Generalized Linear ModelsCode0
Conformalized Adaptive Forecasting of Heterogeneous TrajectoriesCode0
Conformalized Credal Set PredictorsCode0
Conformalized Deep Splines for Optimal and Efficient Prediction SetsCode0
Conformalized Fairness via Quantile RegressionCode0
Conformalized Interval Arithmetic with Symmetric CalibrationCode0
Conformal Prediction for Ensembles: Improving Efficiency via Score-Based AggregationCode0
Achieving Risk Control in Online Learning SettingsCode0
Conformalized Quantile RegressionCode0
Conformalized Survival AnalysisCode0
Conformal Off-policy PredictionCode0
Conformal Online Auction DesignCode0
Conformal online model aggregationCode0
Conformal Performance Range Prediction for Segmentation Output Quality ControlCode0
Conformal Prediction: a Unified Review of Theory and New ChallengesCode0
Conformal Prediction for Causal Effects of Continuous TreatmentsCode0
Conformal Prediction for Class-wise Coverage via Augmented Label Rank CalibrationCode0
Conformal Prediction for Dose-Response Models with Continuous TreatmentsCode0
Conformal prediction for frequency-severity modelingCode0
Conformal Prediction for Image Segmentation Using Morphological Prediction SetsCode0
Conformal Prediction for Multimodal RegressionCode0
Conformal prediction for text infilling and part-of-speech predictionCode0
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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