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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 151175 of 704 papers

TitleStatusHype
ConU: Conformal Uncertainty in Large Language Models with Correctness Coverage GuaranteesCode0
Distributed Conformal Prediction via Message PassingCode0
Conformal Structured PredictionCode0
Conformal Robust Control of Linear SystemsCode0
Conformal Thresholded Intervals for Efficient RegressionCode0
Conformal Risk Control for Ordinal ClassificationCode0
A Collaborative Content Moderation Framework for Toxicity Detection based on Conformalized Estimates of Annotation DisagreementCode0
Conformalized Survival AnalysisCode0
Conformal Recursive Feature EliminationCode0
Conformal Risk Minimization with Variance ReductionCode0
Conformal time series decomposition with component-wise exchangeabilityCode0
Distributional conformal predictionCode0
Can a single neuron learn predictive uncertainty?Code0
Enhancing Visual Inspection Capability of Multi-Modal Large Language Models on Medical Time Series with Supportive Conformalized and Interpretable Small Specialized ModelsCode0
Conformalized Quantile RegressionCode0
Can Transformers Do Enumerative Geometry?Code0
Conformal Prediction with Corrupted Labels: Uncertain Imputation and Robust Re-weightingCode0
An Exact and Robust Conformal Inference Method for Counterfactual and Synthetic ControlsCode0
Conformal Prediction under Levy-Prokhorov Distribution Shifts: Robustness to Local and Global PerturbationsCode0
Conformal Prediction Sets Improve Human Decision MakingCode0
An Uncertainty-Aware Pseudo-Label Selection Framework using Regularized Conformal PredictionCode0
Achieving Risk Control in Online Learning SettingsCode0
Conformal Off-policy PredictionCode0
Decision-Focused Uncertainty QuantificationCode0
Conformal Prediction Sets with Limited False PositivesCode0
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