J-CLARITY stands out as a groundbreaking method in the field of explainable AI (XAI). This novel approach seeks to uncover the decision-making processes of complex machine learning models, providing transparent and interpretable insights. By leveraging the power of graph neural networks, J-CLARITY generates insightful representations that effective