J-CLARITY stands emerges as a groundbreaking method in the field of explainable AI (XAI). This novel approach aims to uncover the decision-making processes of complex machine learning models, providing transparent and interpretable understandings. By leveraging the power of statistical modeling, J-CLARITY constructs insightful representations that