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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 551575 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
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