https://mindfulmodeler.substack.com/p/shedding-light-on-impossibility-theorems
Shedding light on “Impossibility Theorems for Feature Attribution”: Is SHAP doomed?
Christoph Molnar
Jun 18, 2024
“tl;dr: Don’t use SHAP for counterfactual questions or any questions about “slightly changing feature values of a data point.””