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cs.AI2026
Concerning Uncertainty -- A Systematic Survey of Uncertainty-Aware XAI
Helena Löfström, Tuwe Löfström, Anders Hjort +1
This paper surveys uncertainty-aware explainable artificial intelligence (UAXAI), examining how uncertainty is incorporated into explanatory pipelines and how such methods are eval…
cs.AI2024
Ensured: Explanations for Decreasing the Epistemic Uncertainty in Predictions
Helena Löfström, Tuwe Löfström, Johan Hallberg Szabadvary
This paper addresses a significant gap in explainable AI: the necessity of interpreting epistemic uncertainty in model explanations. Although current methods mainly focus on explai…