Table A1.

Model‐agnostic explainable artificial intelligence (XAI) methods.

Model‐agnostic method	Acronym	Type of XAI	Scope of XAI	Technique
SHapley Additive exPlanations [116]	SHAP	Feature importance	Local, Global	Game‐theory
Local interpretable model agnostic explanations [119]	LIME	Feature importance	Local	Surrogate model
Anchors [132]	N/A	Feature importance	Local	Surrogate model
Occlusion sensitivity [133]	Occlusion	Feature importance	Local	Perturbation‐based
Partial dependence plots [134]	PDP	Visual explanations	Global	Marginalization
Counterfactuals [135]	N/A	Example‐based XAI	Global	Data point
Rule extraction [66]	N/A	White‐Box model	Global	White‐box
Tree extraction [67]	N/A	White‐Box model	Global	White‐box