2 papers
cs.LG2025
Conformal Prediction and Trustworthy AI
Anthony Bellotti, Xindi Zhao
Conformal predictors are machine learning algorithms developed in the 1990's by Gammerman, Vovk, and their research team, to provide set predictions with guaranteed confidence leve…
cs.LG2024
Investigating Data Usage for Inductive Conformal Predictors
Yizirui Fang, Anthony Bellotti
Inductive conformal predictors (ICPs) are algorithms that are able to generate prediction sets, instead of point predictions, which are valid at a user-defined confidence level, on…