Length Optimization in Conformal Prediction
Conditional validity and length efficiency are two crucial aspects of conformal prediction
(CP). Achieving conditional validity ensures accurate uncertainty quantification for data …
(CP). Achieving conditional validity ensures accurate uncertainty quantification for data …
Spatial-Aware Conformal Prediction for Trustworthy Hyperspectral Image Classification
K Liu, T Sun, H Zeng, Y Zhang, CM Pun… - arXiv preprint arXiv …, 2024 - arxiv.org
Hyperspectral image (HSI) classification involves assigning specific labels to each pixel to
identify various land cover categories. Although deep classifiers have shown high predictive …
identify various land cover categories. Although deep classifiers have shown high predictive …
Conditional Testing based on Localized Conformal p-values
In this paper, we address conditional testing problems through the conformal inference
framework. We define the localized conformal p-values by inverting prediction intervals and …
framework. We define the localized conformal p-values by inverting prediction intervals and …