2024
Beyond the Norms: Detecting Prediction Errors in Regression Models
ICML 2024spotlight
This paper tackles the challenge of detecting unreliable behavior in regression algorithms, which may arise from intrinsic variability (e.g., aleatoric uncertainty) or modeling errors (e.g., model uncertainty). First, we formally introduce the notion of unreliability in regression, i.e., when the ou…