J-CLARITY stands emerges as a groundbreaking method in the field of explainable AI (XAI). This novel approach aims to shed light on the decision-making processes of complex machine learning models, providing transparent and interpretable insights. By leveraging the power of graph neural networks, J-CLARITY produces insightful visualizations that cl