Features of Explainability: How users understand counterfactual and causal explanations for categorical and continuous features in XAI

Greta Warren, Mark T Keane, Ruth M J Byrne

Counterfactual explanations are increasingly used to address interpretability, recourse, and bias in AI decisions. However, we do not know how well counterfactual explanations help…