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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 176200 of 704 papers

TitleStatusHype
An Exact and Robust Conformal Inference Method for Counterfactual and Synthetic ControlsCode0
Conformal online model aggregationCode0
Conformal Performance Range Prediction for Segmentation Output Quality ControlCode0
Conformal Robust Control of Linear SystemsCode0
CertDW: Towards Certified Dataset Ownership Verification via Conformal PredictionCode0
Certifiably Byzantine-Robust Federated Conformal PredictionCode0
Estimating Uncertainty in Multimodal Foundation Models using Public Internet DataCode0
Conformal time series decomposition with component-wise exchangeabilityCode0
Fair Conformal Predictors for Applications in Medical ImagingCode0
Conformal Prediction: a Unified Review of Theory and New ChallengesCode0
CICLe: Conformal In-Context Learning for Largescale Multi-Class Food Risk ClassificationCode0
Achieving Risk Control in Online Learning SettingsCode0
Conformal Risk Control for Ordinal ClassificationCode0
Conformal Prediction for Class-wise Coverage via Augmented Label Rank CalibrationCode0
Conformal Recursive Feature EliminationCode0
Conformal Risk Minimization with Variance ReductionCode0
Conformal Prediction for Ensembles: Improving Efficiency via Score-Based AggregationCode0
A novel Deep Learning approach for one-step Conformal Prediction approximationCode0
Conditional validity of heteroskedastic conformal regressionCode0
Conformalized Interval Arithmetic with Symmetric CalibrationCode0
Conformal prediction for frequency-severity modelingCode0
Towards Instance-Wise Calibration: Local Amortized Diagnostics and Reshaping of Conditional Densities (LADaR)Code0
Conformal Prediction for Image Segmentation Using Morphological Prediction SetsCode0
Conformal Prediction with Corrupted Labels: Uncertain Imputation and Robust Re-weightingCode0
Conformalized Fairness via Quantile RegressionCode0
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