The relevance of LIME to SHAP and Anchors: A literature-based analysis

Abstract

With the increasing use of complex machine learning models in sensitive fields such as medicine, finance or justice, there is a growing demand for transparency and traceability of automated decisions. Explainable Artificial Intelligence (XAI) has therefore become a central research field. This work supports LIME's relevance to more modern methods like SHAP and Anchors.