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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 276–300 of 704 papers

TitleStatusHype
ConU: Conformal Uncertainty in Large Language Models with Correctness Coverage GuaranteesCode0
Response Quality Assessment for Retrieval-Augmented Generation via Conditional Conformal FactualityCode0
Conformal Regression in Calorie Prediction for Team Jumbo-Visma—0
Conformal Predictors for Compound Activity Prediction—0
Conformal Decision Theory: Safe Autonomous Decisions from Imperfect Predictions—0
Conformal Predictive Programming for Chance Constrained Optimization—0
Conformal Predictive Portfolio Selection—0
Conformal Prediction with Upper and Lower Bound Models—0
Conformal Counterfactual Inference under Hidden Confounding—0
Conformal Prediction with Temporal Quantile Adjustments—0
Conformal coronary calcification volume estimation with conditional coverage via histogram clustering—0
Conformal Prediction with Learned Features—0
Conformal Contextual Robust Optimization—0
Conformal Prediction with Cellwise Outliers: A Detect-then-Impute Approach—0
conformalClassification: A Conformal Prediction R Package for Classification—0
Conformal calibrators—0
Bayesian Optimization with Formal Safety Guarantees via Online Conformal Prediction—0
Conformal Prediction Under Generalized Covariate Shift with Posterior Drift—0
Conformal Predictions under Markovian Data—0
Conformal Predictions for Longitudinal Data—0
Conformal Prediction Sets with Improved Conditional Coverage using Trust Scores—0
AutoCP: Automated Pipelines for Accurate Prediction Intervals—0
Conformal Prediction Sets for Deep Generative Models via Reduction to Conformal Regression—0
CONFINE: Conformal Prediction for Interpretable Neural Networks—0
CONFIDERAI: a novel CONFormal Interpretable-by-Design score function for Explainable and Reliable Artificial Intelligence—0
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