Helena Löfström

Concerning uncertainty—a systematic survey of uncertainty-aware XAI

This paper surveys uncertainty-aware explainable artificial intelligence (UAXAI), examining how uncertainty is incorporated into explanatory pipelines and how such methods are evaluated. Across the literature, three recurring approaches to uncertainty quantification (UQ) emerge (...