Post-hoc methods like Shap and LIME, though well-used, have challenges in efficacy, particularly because of the quality of explanations and the influence of perturbation on the final explanations.
Vinay Kumar Sankarapu,
Forbes,
4 Oct. 2024
The method is highly dependent on what algorithm is used to derive the explanations.
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