2 papers
cs.LG2026
Conformal Prediction for Multimodal Regression
Alexis Bose, Jonathan Ethier, Paul Guinand
This paper introduces multimodal conformal regression. Traditionally confined to scenarios with solely numerical input features, conformal prediction is now extended to multimodal…
cs.LG2024
Target Strangeness: A Novel Conformal Prediction Difficulty Estimator
Alexis Bose, Jonathan Ethier, Paul Guinand
This paper introduces Target Strangeness, a novel difficulty estimator for conformal prediction (CP) that offers an alternative approach for normalizing prediction intervals (PIs).…