no code implementations • 20 May 2024 • Olivier Letoffe, Xuanxiang Huang, Nicholas Asher, Joao Marques-Silva
The importance of this task of explainability by feature attribution is illustrated by the ubiquitous recent use of tools such as SHAP and LIME.
Explainable artificial intelligence Explainable Artificial Intelligence (XAI) +2
no code implementations • 30 Apr 2024 • Olivier Letoffe, Xuanxiang Huang, Joao Marques-Silva
Recent work uncovered examples of classifiers for which SHAP scores yield misleading feature attributions.